ai chart creation

assets/css/custom.css

@@ -0,0 +1,29 @@
+@import url('https://fonts.googleapis.com/css2?family=Inter:wght@400;500;700&display=swap');
+
+body {
+    font-family: 'Inter', sans-serif;
+    background-color: #f8f9fa;
+}
+
+.border-dashed {
+    border: 2px dashed #dee2e6;
+    transition: background-color 0.2s ease-in-out;
+}
+
+#drop-zone {
+    cursor: pointer;
+}
+
+#drop-zone.drag-over {
+    background-color: #e9ecef;
+    border-color: #007bff;
+}
+
+.navbar-brand {
+    font-weight: 500;
+}
+
+.btn-primary {
+    background-image: linear-gradient(to right, #007bff, #0056b3);
+    border: none;
+}

assets/js/main.js

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+document.addEventListener('DOMContentLoaded', function () {
+    const dropZone = document.getElementById('drop-zone');
+    const fileInput = document.getElementById('csv-file');
+    const fileNameDisplay = document.getElementById('file-name-display');
+    const uploadForm = document.getElementById('upload-form');
+    const resultsSection = document.getElementById('results-section');
+    const analysisOutput = document.getElementById('analysis-output');
+    const submitButton = uploadForm.querySelector('button[type="submit"]');
+    const spinner = submitButton.querySelector('.spinner-border');
+
+    // Chart-related elements
+    const chartSection = document.getElementById('chart-section');
+    const chartRequestInput = document.getElementById('chart-request-input');
+    const generateChartBtn = document.getElementById('generate-chart-btn');
+    const chartOutput = document.getElementById('chart-output');
+    const chartCanvas = document.getElementById('chart-canvas');
+    const chartSpinner = generateChartBtn.querySelector('.spinner-border');
+    let chartInstance = null;
+    let uploadedFilePath = '';
+
+    // Open file dialog when drop zone is clicked
+    dropZone.addEventListener('click', () => fileInput.click());
+
+    // Drag and drop events
+    dropZone.addEventListener('dragover', (e) => {
+        e.preventDefault();
+        dropZone.classList.add('drag-over');
+    });
+
+    dropZone.addEventListener('dragleave', () => {
+        dropZone.classList.remove('drag-over');
+    });
+
+    dropZone.addEventListener('drop', (e) => {
+        e.preventDefault();
+        dropZone.classList.remove('drag-over');
+        const files = e.dataTransfer.files;
+        if (files.length > 0) {
+            fileInput.files = files;
+            updateFileName();
+        }
+    });
+
+    // Update file name display on change
+    fileInput.addEventListener('change', updateFileName);
+
+    function updateFileName() {
+        if (fileInput.files.length > 0) {
+            fileNameDisplay.textContent = fileInput.files[0].name;
+        } else {
+            fileNameDisplay.textContent = 'No file selected';
+        }
+    }
+
+    // Handle form submission for analysis
+    uploadForm.addEventListener('submit', function (e) {
+        e.preventDefault();
+
+        if (fileInput.files.length === 0) {
+            alert('Please select a CSV file to analyze.');
+            return;
+        }
+
+        // Show spinner and disable button
+        spinner.classList.remove('d-none');
+        submitButton.disabled = true;
+        chartSection.style.display = 'none'; // Hide chart section on new analysis
+
+        const formData = new FormData(uploadForm);
+
+        resultsSection.style.display = 'block';
+        analysisOutput.innerHTML = `
+            <div class="text-center p-5">
+                <div class="spinner-border text-primary" role="status">
+                    <span class="visually-hidden">Loading...</span>
+                </div>
+                <p class="mt-3">AI is analyzing your data, this may take a moment...</p>
+            </div>
+        `;
+        resultsSection.scrollIntoView({ behavior: 'smooth' });
+
+        fetch('upload.php', {
+            method: 'POST',
+            body: formData
+        })
+        .then(response => response.json())
+        .then(data => {
+            if (data.success) {
+                analysisOutput.innerHTML = data.analysis;
+                uploadedFilePath = data.filePath; // Save the file path
+                chartSection.style.display = 'block'; // Show chart section
+                if(chartInstance) {
+                    chartInstance.destroy(); // Clear previous chart
+                }
+                chartRequestInput.value = ''; // Clear previous request
+            } else {
+                analysisOutput.innerHTML = `<div class="alert alert-danger">${data.error || 'An unknown error occurred.'}</div>`;
+            }
+        })
+        .catch(error => {
+            console.error('Error:', error);
+            analysisOutput.innerHTML = `<div class="alert alert-danger">An error occurred while communicating with the server.</div>`;
+        })
+        .finally(() => {
+            spinner.classList.add('d-none');
+            submitButton.disabled = false;
+        });
+    });
+
+    // Handle chart generation
+    generateChartBtn.addEventListener('click', function() {
+        const chartRequest = chartRequestInput.value.trim();
+        if (!chartRequest) {
+            alert('Please describe the chart you want to create.');
+            return;
+        }
+        if (!uploadedFilePath) {
+            alert('Please analyze a CSV file first.');
+            return;
+        }
+
+        chartSpinner.classList.remove('d-none');
+        generateChartBtn.disabled = true;
+
+        const formData = new FormData();
+        formData.append('chart_request', chartRequest);
+        formData.append('file_path', uploadedFilePath);
+
+        fetch('chart.php', {
+            method: 'POST',
+            body: formData
+        })
+        .then(response => response.json())
+        .then(data => {
+            if (data.success && data.chartData) {
+                renderChart(data.chartData);
+            } else {
+                chartOutput.innerHTML = `<div class="alert alert-danger">${data.error || 'Failed to generate chart.'}</div>`;
+            }
+        })
+        .catch(error => {
+            console.error('Chart Error:', error);
+            chartOutput.innerHTML = `<div class="alert alert-danger">An error occurred while generating the chart.</div>`;
+        })
+        .finally(() => {
+            chartSpinner.classList.add('d-none');
+            generateChartBtn.disabled = false;
+        });
+    });
+
+    function renderChart(chartData) {
+        if (chartInstance) {
+            chartInstance.destroy();
+        }
+        chartInstance = new Chart(chartCanvas, {
+            type: chartData.type,
+            data: chartData.data,
+            options: chartData.options || {}
+        });
+    }
+});

chart.php

@@ -0,0 +1,134 @@
+<?php
+header('Content-Type: application/json');
+
+require_once __DIR__ . '/ai/LocalAIApi.php';
+
+function return_error($message) {
+    echo json_encode(['success' => false, 'error' => $message]);
+    exit;
+}
+
+// 1. Get Request Data
+$chartRequest = $_POST['chart_request'] ?? '';
+$filePath = $_POST['file_path'] ?? '';
+
+if (empty($chartRequest) || empty($filePath)) {
+    return_error('Missing chart request or file path.');
+}
+
+// Security check: ensure the file path is within the uploads directory
+$uploadsDir = realpath(__DIR__ . '/uploads');
+$realFilePath = realpath($filePath);
+
+if (!$realFilePath || strpos($realFilePath, $uploadsDir) !== 0) {
+    return_error('Invalid file path provided.');
+}
+
+// 2. Read CSV Header and Sample Rows for context
+$dataSample = '';
+$handle = fopen($realFilePath, 'r');
+if (!$handle) {
+    return_error('Failed to open the data file.');
+}
+
+$lineCount = 0;
+$header = [];
+while (($row = fgetcsv($handle)) !== false && $lineCount < 3) {
+    if ($lineCount === 0) {
+        $header = $row;
+    }
+    $dataSample .= implode(',', array_map(function($cell) {
+        return '"' . addslashes($cell) . '"';
+    }, $row)) . "\n";
+    $lineCount++;
+}
+fclose($handle);
+
+if (empty($dataSample)) {
+    return_error('The data file appears to be empty.');
+}
+
+// 3. Prepare Prompt for AI to generate a PHP script
+$prompt = <<<PROMPT
+You are a PHP data processing expert. A user wants to create a chart.
+Your task is to write a **complete PHP script** that reads a CSV file, processes it according to the user's request, and then **echoes a JSON object** formatted for the Chart.js library.
+
+**User Request:** "{$chartRequest}"
+**CSV File Path:** `{$realFilePath}`
+**CSV Header:** `[" . implode('", "', $header) . "]`
+**Data Sample:**
+```csv
+{$dataSample}
+```
+
+**Instructions for the script you generate:**
+1.  The script **MUST** be a complete, executable PHP script starting with `<?php`.
+2.  It must read the CSV file located at `{$realFilePath}`.
+3.  It must process the data to fit the user's request: `{$chartRequest}`.
+4.  It must support 'pie' and 'line' charts.
+5.  The **ONLY** output of the script must be a single JSON object.
+6.  The JSON object must have two keys: `"type"` (either `"pie"` or `"line"`) and `"data"` (the data structure for Chart.js).
+
+**Chart.js Data Structure Examples:**
+
+*   **For a Pie Chart:**
+    `{"labels": ["Label 1", "Label 2"], "datasets": [{"data": [10, 20], "backgroundColor": ["#FF6384", "#36A2EB"]}]}`
+
+*   **For a Line Chart:**
+    `{"labels": ["Jan", "Feb"], "datasets": [{"label": "My Dataset", "data": [10, 20], "borderColor": "#FF6384", "fill": false}]}`
+
+**IMPORTANT:** Do not include any text, explanation, or markdown formatting outside the `<?php ... ?>` block. The output must be ONLY the raw PHP code for the script.
+
+PROMPT;
+
+// 4. Call AI API
+try {
+    $resp = LocalAIApi::createResponse(
+        [
+            'input' => [
+                ['role' => 'system', 'content' => 'You are an expert PHP script generator for data visualization.'],
+                ['role' => 'user', 'content' => $prompt],
+            ],
+        ]
+    );
+
+    if (empty($resp['success'])) {
+        return_error('AI API failed to generate the chart script.');
+    }
+
+    $aiCode = LocalAIApi::extractText($resp);
+    if (empty($aiCode)) {
+        return_error('AI returned an empty script.');
+    }
+
+    // Clean the AI response to get only the PHP code
+    $phpCode = $aiCode;
+    if (strpos($phpCode, '<?php') !== false) {
+        $phpCode = substr($phpCode, strpos($phpCode, '<?php'));
+    }
+    if (strpos($phpCode, '?>') !== false) {
+        $phpCode = substr($phpCode, 0, strpos($phpCode, '?>') + 2);
+    }
+
+    // 5. Execute the generated script and capture its output
+    $tempScriptPath = __DIR__ . '/uploads/generated_script_' . uniqid() . '.php';
+    file_put_contents($tempScriptPath, $phpCode);
+
+    ob_start();
+    include $tempScriptPath;
+    $chartJson = ob_get_clean();
+    unlink($tempScriptPath); // Clean up the script file
+
+    $chartData = json_decode($chartJson, true);
+
+    if (json_last_error() !== JSON_ERROR_NONE) {
+        error_log("Generated script output was not valid JSON: " . $chartJson);
+        return_error('The AI-generated script produced invalid data. Could not decode JSON.');
+    }
+
+    echo json_encode(['success' => true, 'chartData' => $chartData]);
+
+} catch (Exception $e) {
+    error_log('Exception in chart generation: ' . $e->getMessage());
+    return_error('An unexpected error occurred while generating the chart.');
+}

index.php

@@ -1,150 +1,119 @@
-<?php
-declare(strict_types=1);
-@ini_set('display_errors', '1');
-@error_reporting(E_ALL);
-@date_default_timezone_set('UTC');
-
-$phpVersion = PHP_VERSION;
-$now = date('Y-m-d H:i:s');
-?>
-<!doctype html>
+<!DOCTYPE html>
 <html lang="en">
 <head>
-  <meta charset="utf-8" />
-  <meta name="viewport" content="width=device-width, initial-scale=1" />
-  <title>New Style</title>
-<?php
-// Read project preview data from environment
-$projectDescription = $_SERVER['PROJECT_DESCRIPTION'] ?? '';
-$projectImageUrl = $_SERVER['PROJECT_IMAGE_URL'] ?? '';
-?>
-<?php if ($projectDescription): ?>
-  <!-- Meta description -->
-  <meta name="description" content='<?= htmlspecialchars($projectDescription) ?>' />
-  <!-- Open Graph meta tags -->
-  <meta property="og:description" content="<?= htmlspecialchars($projectDescription) ?>" />
-  <!-- Twitter meta tags -->
-  <meta property="twitter:description" content="<?= htmlspecialchars($projectDescription) ?>" />
-<?php endif; ?>
-<?php if ($projectImageUrl): ?>
-  <!-- Open Graph image -->
-  <meta property="og:image" content="<?= htmlspecialchars($projectImageUrl) ?>" />
-  <!-- Twitter image -->
-  <meta property="twitter:image" content="<?= htmlspecialchars($projectImageUrl) ?>" />
-<?php endif; ?>
-  <link rel="preconnect" href="https://fonts.googleapis.com">
-  <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
-  <link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;700&display=swap" rel="stylesheet">
-  <style>
-    :root {
-      --bg-color-start: #6a11cb;
-      --bg-color-end: #2575fc;
-      --text-color: #ffffff;
-      --card-bg-color: rgba(255, 255, 255, 0.01);
-      --card-border-color: rgba(255, 255, 255, 0.1);
-    }
-    body {
-      margin: 0;
-      font-family: 'Inter', sans-serif;
-      background: linear-gradient(45deg, var(--bg-color-start), var(--bg-color-end));
-      color: var(--text-color);
-      display: flex;
-      justify-content: center;
-      align-items: center;
-      min-height: 100vh;
-      text-align: center;
-      overflow: hidden;
-      position: relative;
-    }
-    body::before {
-      content: '';
-      position: absolute;
-      top: 0;
-      left: 0;
-      width: 100%;
-      height: 100%;
-      background-image: url('data:image/svg+xml,<svg xmlns="http://www.w3.org/2000/svg" width="100" height="100" viewBox="0 0 100 100"><path d="M-10 10L110 10M10 -10L10 110" stroke-width="1" stroke="rgba(255,255,255,0.05)"/></svg>');
-      animation: bg-pan 20s linear infinite;
-      z-index: -1;
-    }
-    @keyframes bg-pan {
-      0% { background-position: 0% 0%; }
-      100% { background-position: 100% 100%; }
-    }
-    main {
-      padding: 2rem;
-    }
-    .card {
-      background: var(--card-bg-color);
-      border: 1px solid var(--card-border-color);
-      border-radius: 16px;
-      padding: 2rem;
-      backdrop-filter: blur(20px);
-      -webkit-backdrop-filter: blur(20px);
-      box-shadow: 0 8px 32px 0 rgba(0, 0, 0, 0.1);
-    }
-    .loader {
-      margin: 1.25rem auto 1.25rem;
-      width: 48px;
-      height: 48px;
-      border: 3px solid rgba(255, 255, 255, 0.25);
-      border-top-color: #fff;
-      border-radius: 50%;
-      animation: spin 1s linear infinite;
-    }
-    @keyframes spin {
-      from { transform: rotate(0deg); }
-      to   { transform: rotate(360deg); }
-    }
-    .hint {
-      opacity: 0.9;
-    }
-    .sr-only {
-      position: absolute;
-      width: 1px; height: 1px;
-      padding: 0; margin: -1px;
-      overflow: hidden;
-      clip: rect(0, 0, 0, 0);
-      white-space: nowrap; border: 0;
-    }
-    h1 {
-      font-size: 3rem;
-      font-weight: 700;
-      margin: 0 0 1rem;
-      letter-spacing: -1px;
-    }
-    p {
-      margin: 0.5rem 0;
-      font-size: 1.1rem;
-    }
-    code {
-      background: rgba(0,0,0,0.2);
-      padding: 2px 6px;
-      border-radius: 4px;
-      font-family: ui-monospace, SFMono-Regular, Menlo, Consolas, monospace;
-    }
-    footer {
-      position: absolute;
-      bottom: 1rem;
-      font-size: 0.8rem;
-      opacity: 0.7;
-    }
-  </style>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>AI Data Analysis</title>
+    <meta name="description" content="Upload a CSV file and let AI analyze its contents, suggest charts, and provide statistical insights.">
+    <meta name="keywords" content="csv analysis, ai data analysis, data visualization, business intelligence, csv reader, data science, flatlogic">
+    <meta property="og:title" content="AI Data Analysis">
+    <meta property="og:description" content="Turn your CSV files into actionable insights with AI-powered analysis and chart suggestions.">
+    <meta property="og:image" content="<?php echo htmlspecialchars($_SERVER['PROJECT_IMAGE_URL'] ?? 'assets/images/default-og-image.png'); ?>">
+    <meta name="twitter:card" content="summary_large_image">
+    <meta name="twitter:image" content="<?php echo htmlspecialchars($_SERVER['PROJECT_IMAGE_URL'] ?? 'assets/images/default-og-image.png'); ?>">
+    
+    <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.3/dist/css/bootstrap.min.css" rel="stylesheet">
+    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap-icons@1.11.3/font/bootstrap-icons.min.css">
+    <script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
+    <link rel="stylesheet" href="assets/css/custom.css?v=<?php echo time(); ?>">
 </head>
 <body>
-  <main>
-    <div class="card">
-      <h1>Analyzing your requirements and generating your website…</h1>
-      <div class="loader" role="status" aria-live="polite" aria-label="Applying initial changes">
-        <span class="sr-only">Loading…</span>
-      </div>
-      <p class="hint"><?= ($_SERVER['HTTP_HOST'] ?? '') === 'appwizzy.com' ? 'AppWizzy' : 'Flatlogic' ?> AI is collecting your requirements and applying the first changes.</p>
-      <p class="hint">This page will update automatically as the plan is implemented.</p>
-      <p>Runtime: PHP <code><?= htmlspecialchars($phpVersion) ?></code> — UTC <code><?= htmlspecialchars($now) ?></code></p>
-    </div>
-  </main>
-  <footer>
-    Page updated: <?= htmlspecialchars($now) ?> (UTC)
-  </footer>
+    <nav class="navbar navbar-expand-lg navbar-light bg-light">
+        <div class="container">
+            <a class="navbar-brand" href="#">
+                <i class="bi bi-robot"></i>
+                AI CSV Analyzer
+            </a>
+        </div>
+    </nav>
+
+    <main class="container my-5">
+        <div class="row justify-content-center">
+            <div class="col-lg-8 text-center">
+                <h1 class="display-4 fw-bold">Unlock Insights from Your CSV Files</h1>
+                <p class="lead text-muted">
+                    Simply upload your CSV, and our AI will instantly provide a summary, suggest relevant charts, and generate key statistics.
+                </p>
+            </div>
+        </div>
+
+        <div class="row justify-content-center mt-5">
+            <div class="col-lg-7">
+                <div class="card shadow-sm border-light">
+                    <div class="card-body p-4">
+                        <form id="upload-form" action="upload.php" method="post" enctype="multipart/form-data">
+                            <div class="mb-3">
+                                <label for="csv-file" class="form-label visually-hidden">Upload CSV</label>
+                                <div class="d-flex justify-content-center align-items-center border-2 border-dashed rounded-3 p-5" id="drop-zone">
+                                    <div class="text-center">
+                                        <i class="bi bi-cloud-arrow-up-fill text-primary" style="font-size: 3rem;"></i>
+                                        <p class="mt-3 mb-0">
+                                            <span class="fw-bold">Drag & drop your file here or click to upload</span>
+                                        </p>
+                                        <p class="text-muted small" id="file-name-display">No file selected</p>
+                                        <input type="file" name="csv_file" id="csv-file" class="d-none" accept=".csv">
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="d-grid">
+                                <button type="submit" class="btn btn-primary btn-lg">
+                                    <span class="spinner-border spinner-border-sm d-none" role="status" aria-hidden="true"></span>
+                                    <i class="bi bi-bar-chart-line-fill me-2"></i>Analyze Now
+                                </button>
+                            </div>
+                        </form>
+                    </div>
+                </div>
+            </div>
+        </div>
+
+        <div id="results-section" class="mt-5" style="display: none;">
+            <div class="row justify-content-center">
+                <div class="col-lg-10">
+                    <div class="card">
+                        <div class="card-header">
+                            Analysis Results
+                        </div>
+                        <div class="card-body">
+                            <div id="analysis-output">
+                                <!-- AI analysis will be injected here -->
+                            </div>
+                        </div>
+                    </div>
+
+                    <!-- Chart Generation Section -->
+                    <div id="chart-section" class="card mt-4" style="display: none;">
+                        <div class="card-header">
+                            Create a Chart
+                        </div>
+                        <div class="card-body">
+                            <p>Describe the chart you want to create based on the analyzed data.</p>
+                            <div class="input-group">
+                                <input type="text" id="chart-request-input" class="form-control" placeholder="e.g., 'Pie chart of sales by region'">
+                                <button id="generate-chart-btn" class="btn btn-success">
+                                    <span class="spinner-border spinner-border-sm d-none" role="status" aria-hidden="true"></span>
+                                    <i class="bi bi-pie-chart-fill me-2"></i>Generate Chart
+                                </button>
+                            </div>
+                            <div id="chart-output" class="mt-4 text-center">
+                                <!-- Chart will be rendered here -->
+                                <canvas id="chart-canvas"></canvas>
+                            </div>
+                        </div>
+                    </div>
+
+                </div>
+            </div>
+        </div>
+    </main>
+
+    <footer class="bg-light text-center py-4 mt-auto">
+        <div class="container">
+            <p class="mb-0 text-muted">&copy; <?php echo date("Y"); ?> AI CSV Analyzer. Built with Flatlogic.</p>
+        </div>
+    </footer>
+
+    <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.3/dist/js/bootstrap.bundle.min.js"></script>
+    <script src="assets/js/main.js?v=<?php echo time(); ?>"></script>
 </body>
-</html>
+</html>

upload.php

@@ -0,0 +1,112 @@
+<?php
+header('Content-Type: application/json');
+
+require_once __DIR__ . '/ai/LocalAIApi.php';
+
+function return_error($message) {
+    echo json_encode(['success' => false, 'error' => $message]);
+    exit;
+}
+
+// 1. Handle File Upload
+if (!isset($_FILES['csv_file']) || $_FILES['csv_file']['error'] !== UPLOAD_ERR_OK) {
+    return_error('File upload error. Please try again. Code: ' . ($_FILES['csv_file']['error'] ?? 'Unknown'));
+}
+
+$file = $_FILES['csv_file'];
+$tmpPath = $file['tmp_name'];
+
+// 2. Validate File Type (Basic Check)
+$fileType = mime_content_type($tmpPath);
+$fileName = $file['name'];
+$fileExtension = strtolower(pathinfo($fileName, PATHINFO_EXTENSION));
+
+if ($fileType !== 'text/csv' && $fileType !== 'text/plain' && $fileExtension !== 'csv') {
+    return_error('Invalid file type. Please upload a valid CSV file.');
+}
+
+// 3. Move Uploaded File to a Permanent Location
+$uploadsDir = __DIR__ . '/uploads/';
+if (!is_dir($uploadsDir)) {
+    mkdir($uploadsDir, 0777, true);
+}
+$safeFileName = preg_replace("/[^a-zA-Z0-9_.-]|\.\.+/", "", basename($fileName));
+$newFilePath = $uploadsDir . uniqid() . '-' . $safeFileName;
+
+if (!move_uploaded_file($tmpPath, $newFilePath)) {
+    return_error('Failed to save the uploaded file.');
+}
+
+// 4. Read CSV Header and First 2 Rows from the new path
+$dataSample = '';
+$handle = fopen($newFilePath, 'r');
+if (!$handle) {
+    return_error('Failed to open the uploaded file.');
+}
+
+$lineCount = 0;
+while (($row = fgetcsv($handle)) !== false && $lineCount < 3) {
+    $dataSample .= implode(',', array_map(function($cell) {
+        return '"' . addslashes($cell) . '"';
+    }, $row)) . "\n";
+    $lineCount++;
+}
+fclose($handle);
+
+if (empty($dataSample)) {
+    return_error('The CSV file appears to be empty or could not be read.');
+}
+
+// 4. Prepare Prompt for AI
+$prompt = <<<PROMPT
+You are an expert data analyst. A user has uploaded a CSV file for analysis.
+Below is the header and the first two rows of the data.
+
+Your task is to perform a brief analysis and return the output in **HTML format**.
+
+**Data Sample:**
+```csv
+{$dataSample}
+```
+
+**Instructions:**
+1.  **Briefly Describe the Data:** In a paragraph, describe what the data appears to be about. Identify the likely data type for each column (e.g., Text, Number, Date).
+2.  **Suggest Charts & Visualizations:** In a bulleted list, suggest 2-3 relevant charts or visualizations that could be created from this data. For each suggestion, briefly explain what insight it would provide. Use `<ul>` and `<li>` tags.
+3.  **Suggest Key Statistics:** In a bulleted list, suggest 2-3 key statistical calculations (e.g., average, sum, distribution) that would be meaningful for this dataset. Use `<ul>` and `<li>` tags.
+
+Structure your response using HTML tags like `<h4>`, `<p>`, and `<ul>`.
+PROMPT;
+
+
+// 5. Call AI API
+try {
+    $resp = LocalAIApi::createResponse(
+        [
+            'input' => [
+                ['role' => 'system', 'content' => 'You are a helpful data analysis assistant.'],
+                ['role' => 'user', 'content' => $prompt],
+            ],
+        ]
+    );
+
+    if (empty($resp['success'])) {
+        $errorMsg = 'AI API Error: ' . ($resp['error'] ?? 'Unknown error');
+        error_log($errorMsg);
+        return_error('Failed to get a response from the AI. Please try again later.');
+    }
+
+    $aiText = LocalAIApi::extractText($resp);
+
+    if (empty($aiText)) {
+        $decoded = LocalAIApi::decodeJsonFromResponse($resp);
+        $aiText = $decoded ? '<pre>' . htmlspecialchars(json_encode($decoded, JSON_PRETTY_PRINT)) . '</pre>' : 'The AI returned an empty response.';
+    }
+
+    echo json_encode(['success' => true, 'analysis' => $aiText, 'filePath' => $newFilePath]);
+
+} catch (Exception $e) {
+    error_log('Exception in AI call: ' . $e->getMessage());
+    return_error('An unexpected error occurred while processing the file with AI.');
+}
+
+

uploads/691dbb20d52cc-StartingWebAppin2025ResearchResponses-ResponsesData1.csv

@@ -0,0 +1,304 @@
+Timestamp,How many years of experience in web development (programming) do you have?,Which of the following best describes your current role?,What is your country of residence?,How would you build a web app?,"If you start a web app by writing code, what kind of starting points would you prefer? ","Do you use AI coding assistants (LLMs generating code directly in your IDE like GitHub Copilot), and if so, which ones?","If you use low-code/no-code tools, which of the following tools do you prefer?","If you use AI-powered app generators (AI software engineers / text-to-app generators), which tools do you prefer?","If you build with AI-powered app generators (Flatlogic, Bolt, Lovable, etc.), what level of complexity are you usually achieving?","What do you see as the main problems with AI-powered app generators (Replit, Bolt, Lovable, Devin, etc - the ""Vibe Coding"")?","What technologies, frameworks, libraries, approaches, patterns and tools related to Web Development do you use or plan to use?",Which frontend framework would you use?,Which backend would you use?,How would you store and manage the data in your web app?,"If you manage the database yourself, which database would you use?",Where would you host your application? ,Are you using ChatGPT or other AI tools to start a web application?,Which service do you prefer to store and manage your code? ,What type of an API do you prefer when starting a web app?,Which library of pre-made components and styles do you prefer to create web apps?,"In your opinion, what are the most effective ways to learn programming?"
+4/1/2025 21:29:23,5 to 10 years,Student/Educator,Netherlands,I would resort to professional services (hire/partner with friend/employee/agency),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",I do not use AI-powered coding assistants,Power Apps (Microsoft),I would not use any of these tools,I don't use AI-powered app generators,Security and reliability risks,JavaScript,"Not applicable, since I would not write code myself",Java,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),SQL Server,Cloudflare,No,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",University
+4/2/2025 10:06:25,More than 10 years,Engineer/Developer/IT/Data Scientist,Albania,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",Github Copilot,"Adalo, Appsmith, GPT Engineer App, Internal.io, WeWeb","GPT-Engineer, ToolJet AI","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Benefits experienced devs, not beginners, Hard to maintain or scale","Git, JavaScript, SQL, GraphQL, Tailwind, Web Components, Next.js, Firebase, Angular, Typescript",Angular,C#,Firebase,PostgreSQL,AWS,No,Gitlab,GraphQL,Tailwind CSS,University
+4/2/2025 11:17:41,More than 10 years,Engineer/Developer/IT/Data Scientist,Thailand,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",Cursor IDE,"AppSheet, AppGyver, FlutterFlow, WordPress","GPT-Engineer, V0.dev","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Cannot build mobile apps, Weak integrations (databases, auth, hosting), Builds technical debt quickly","React, AI, GraphQL, CSS3, Typescript, CRUD, REST API, Node.js, Git, Firebase",React,Python,Firebase,PostgreSQL,Google Cloud,"No, but I am planning to use it",GitHub,GraphQL,Bootstrap,AI (talk with AI)
+4/2/2025 11:26:08,3 to 5 years,Engineer/Developer/IT/Data Scientist,India,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Flatlogic Platform, Power Apps (Microsoft)",Flatlogic AI Generator,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",Limited customization for complex apps,"SQL, Angular, GraphQL, AI, HTML5, Docker, Material-UI",Angular,C#,SQL Server,SQL Server,Microsoft Azure,Yes,GitHub,Rest API,Material UI,Online Courses
+4/2/2025 13:02:46,1 to 3 years,Decision Maker (CEO/Founder/Executive),Nigeria,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"AppGyver, Bubble, Flatlogic Platform, Power Apps (Microsoft), Retool","Flatlogic AI Generator, Replit (Agent)","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Cannot build mobile apps, Poor code quality (bugs, hallucinations)","Bootstrap, Tailwind, CSS3, HTML5, Node.js, REST API, SQL, MongoDB, Laravel, Next.js",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,Self-hosted solution (like Gitea),Rest API,Bootstrap,Online Videos
+4/2/2025 13:32:25,1 to 3 years,UI/UX Designer,Nigeria,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Adalo, Bubble, Flatlogic Platform, Glide, Webflow","Flatlogic AI Generator, GPT-Pilot, Replit AI","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Cannot build mobile apps, Poor code quality (bugs, hallucinations)","Material-UI, CSS3, Express, JSON, MongoDB, CRUD, Tailwind, React, Firebase, Next.js",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Tailwind CSS,Online courses along with AI
+4/2/2025 14:57:58,5 to 10 years,Engineer/Developer/IT/Data Scientist,Israel,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",Cline,I would not use low-code or no-code tools,"Bolt AI, Lovable, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges)","Material-UI, Docker, Babel, MongoDB, Typescript, Bootstrap, Next.js, Tailwind, Express, React",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)","Headless CMS (e.g. Contentful, Strapi, Sanity)",PostgreSQL,Onrender,Yes,GitHub,Rest API,Tailwind CSS,Online Forum
+4/2/2025 15:53:03,More than 10 years,CEO,United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Claude Code,"Airtable, Flatlogic Platform, Notion, WordPress",Claude Code,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","CRUD, Jamstack, MongoDB, Vibe Coding, REST API, SQL, Git, Vue.js, React",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MongoDB,AWS,Yes,GitHub,Rest API,Tailwind CSS,Online Courses
+4/2/2025 16:33:33,More than 10 years,Engineer/Developer/IT/Data Scientist,Dominican Republic,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,I would not use low-code or no-code tools,I would not use any of these tools,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, High costs (tokens, hidden charges)","React, GraphQL, HTML5, Docker, Node.js, MongoDB, Laravel, Typescript, JSON, Git",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Digital Ocean,"No, but I am planning to use it",Gitlab,Rest API,Bootstrap,Peers or friends
+4/2/2025 17:28:02,3 to 5 years,Engineer/Developer/IT/Data Scientist,Brazil,By writing code (traditional method),I would not start a web app by writing code,I do not use AI-powered coding assistants,"AppGyver, FlutterFlow",I would not use any of these tools,I don't use AI-powered app generators,"Benefits experienced devs, not beginners","HTML5, AI, Responsive Web Design, DevOps, REST API, JavaScript, CRUD, CSS3, Git, JSON",No framework,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MariaDB,AWS,Yes,GitHub,"I am not familiar with the term ""API""","No library, pure HTML",Online Courses
+4/2/2025 18:29:56,5 to 10 years,Decision Maker (CEO/Founder/Executive),India,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Cursor IDE,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,"AI loses context easily, Limited customization for complex apps, Hard to maintain or scale, Builds technical debt quickly","Express, Nuxt.js, Progressive Web Apps (PWAs), Material-UI, Laravel, Vue.js, JavaScript, AI, Tailwind, Node.js",Vue,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,I have my own service,No,Gitlab,Rest API,Tailwind CSS,Online Courses
+4/2/2025 19:46:43,More than 10 years,Decision Maker (CEO/Founder/Executive),Thailand,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")",I would not start a web app by writing code,databutton,"Airtable, Flatlogic Platform, WordPress, zero work, task magic. etc","Databutton, Flatlogic AI Generator, Replit AI","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","High costs (tokens, hidden charges)","Next.js, React, Bootstrap, CRUD, HTML5, Firebase, JavaScript, Tailwind, AI, Node.js",React,Python,Supabase,PostgreSQL,Google Cloud,Yes,currently stored with the tools,Rest API,Tailwind CSS,Coding Bootcamp
+4/2/2025 20:31:14,More than 10 years,Engineer/Developer/IT/Data Scientist,United States,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",I do not use AI-powered coding assistants,"FlutterFlow, WordPress, Webflow, Zoho Creator",I would not use any of these tools,I don't use AI-powered app generators,I see no major problems - all good! (Positive response),"Tailwind, Vue.js, Typescript, Firebase, Next.js, JSON, Node.js, React, Git, Docker",Vue,Java,Supabase,PostgreSQL,Microsoft Azure,"No, but I am planning to use it",GitHub,Rest API,ShadCN/UI,Online Courses
+4/2/2025 23:10:41,3 to 5 years,Engineer/Developer/IT/Data Scientist,Pakistan,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",ChatGPT/Open AI,"UI Bakery, WordPress, WeWeb, Webflow, Wix",Flatlogic AI Generator,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",Limited customization for complex apps,"Tailwind, JSON, jQuery, HTML5, Laravel, CSS3",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,AWS,"No, but I am planning to use it",GitHub,GraphQL,Tailwind CSS,Coding Bootcamp
+4/3/2025 13:35:26,1 to 3 years,Engineer/Developer/IT/Data Scientist,Belarus,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",ChatGPT/Open AI,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,"AI loses context easily, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Context awareness of such tools is relatively poor. It's nice to use for template code, if I already have a lot of code, but even still, I need to fix code AI generate, and test and fix bugs AI sometime introduce. So basically i just get crappy code in lighning speed and need to fix it and basically don't get any benefits in the end, esp for complext scenarios.","Docker, CRUD, SQL, Firebase, Git, Django, REST API, JavaScript, htmx. I write most of the frontend with htmx. For backend i use Fastapi (python).",HTMX if possible. If not -- svelte.,Python,"I usually use FIrebase for Auth/tokens stuff, and Postgres db on server.",PostgreSQL,"VPS, eg AplhaVPS",No,GitHub,Rest API,"No library, pure HTML","Start to implementing project and trying to figure out how to do so (ai, forums, docs, anything)"
+4/4/2025 4:02:53,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),Canada,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a paid template (e.g. from Themeforest)",I do not start web app by writing code,"Bubble, Mendix",I would not use any of these tools,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)","Benefits experienced devs, not beginners, Poor code quality (bugs, hallucinations)",Abc,Vue,Ruby on Rails,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,No,GitHub,Rest API,Bootstrap,Coding Bootcamp
+4/4/2025 8:56:18,More than 10 years,Product/Project Manager,India,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a paid template (e.g. from Themeforest)",JetBrains Al,"Power Apps (Microsoft), WordPress",GPT-Pilot,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Limited customization for complex apps, Builds technical debt quickly","Tailwind, Angular, Progressive Web Apps (PWAs)",Angular,C#,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,AWS,"No, but I am planning to use it",Self-hosted solution (like Gitea),Rest API,Bootstrap,Online Courses
+4/4/2025 11:35:34,1 to 3 years,Engineer/Developer/IT/Data Scientist,Burma,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",grok 3,Creatio,Databutton,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Poor code quality (bugs, hallucinations)","Laravel, Node.js, AI",React,Scala,Supabase,SQL Server,Google Cloud,"No, but I am planning to use it",GitHub,Rest API,Material UI,AI (talk with AI)
+4/4/2025 14:22:26,More than 10 years,Script kido,Latvia,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I do not use AI-powered coding assistants,I would not use low-code or no-code tools,"Lovable, V0.dev","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","AI loses context easily, Hard to maintain or scale, Builds technical debt quickly","CRUD, Node.js, Next.js, Git, JSON",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,I would not self-manage database,Vercel,No,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+4/7/2025 2:38:44,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),Brazil,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,"I would not use low-code or no-code tools, wix ","Bolt AI, Lovable, V0.dev","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Builds technical debt quickly","Typescript, HTML5, Tailwind, Progressive Web Apps (PWAs), Express, React, JavaScript, Bootstrap, Next.js,  CSS3 AJAX Node.js Webpack Git JSON SQL Material-UI GraphQL Svelte REST API Vibe Coding Django Vue.js Typescript HTML5 DevOps Docker MongoDB Tailwind CRUD Nuxt.js jQuery Laravel Progressive Web Apps (PWAs) Jamstack Express React JavaScript Bootstrap Angular Responsive Web Design Ruby on Rails Next.js",React,Java,supabase,PostgreSQL,supabae,"No, but I am planning to use it",GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+4/7/2025 5:47:18,I do not have experience in web development,Engineer/Developer/IT/Data Scientist,India,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,GPT Engineer App,GPT-Engineer,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Limited customization for complex apps, Cannot build mobile apps, Weak integrations (databases, auth, hosting), Builds technical debt quickly","Docker, Django, SQL, JSON, AI, Git, MongoDB, React, Node.js, REST API",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,AWS,Yes,GitHub,Rest API,Bootstrap,Online Videos
+4/7/2025 19:20:56,1 to 3 years,Engineer/Developer/IT/Data Scientist,United States,Combine manual coding with no-/low-code or AI-generated methods,"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Github Copilot,I would not use low-code or no-code tools,I would not use any of these tools,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, AI loses context easily, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","React, Material-UI, Web Components, Responsive Web Design, Node.js, Tailwind, Git, HTML5, JavaScript, JSON",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MongoDB,Netlify,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+4/7/2025 19:22:38,5 to 10 years,Engineer/Developer/IT/Data Scientist,Germany,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",I do not use AI-powered coding assistants,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,"Security and reliability risks, AI loses context easily, Poor code quality (bugs, hallucinations), Hard to maintain or scale","Svelte, Web Components, Git, Typescript, Node.js, JavaScript",Svelte,C#,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,VPS,No,GitHub,Rest API,ShadCN/UI,University
+4/7/2025 19:31:35,More than 10 years,Engineer/Developer/IT/Data Scientist,United States,Combine manual coding with no-/low-code or AI-generated methods,"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Github Copilot,"Notion, Zapier, N8N",Uizard,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Security and reliability risks, AI loses context easily","Git, AI, REST API, JSON, Typescript, React, Docker, Node.js, SQL, JavaScript",React,Javascript (Node.js),Supabase,PostgreSQL,AWS,Yes,GitHub,Rest API,"No library, pure HTML",Experience
+4/7/2025 19:33:16,5 to 10 years,Engineer/Developer/IT/Data Scientist,Serbia,Combine manual coding with no-/low-code or AI-generated methods,"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Cursor IDE,n/a,"Lovable, Replit AI, V0.dev","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Security and reliability risks, Benefits experienced devs, not beginners, Hard to maintain or scale, Builds technical debt quickly","AJAX, JSON, Express, HTML5, Responsive Web Design, REST API, CRUD, Next.js, Docker, Typescript",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,PostgreSQL,Vercel,Yes,GitHub,GraphQL,ShadCN/UI,AI (talk with AI)
+4/7/2025 19:38:02,More than 10 years,Engineer/Developer/IT/Data Scientist,Germany,Combine manual coding with no-/low-code or AI-generated methods,"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Github Copilot,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,"Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","Vue.js, JSON, Git, JavaScript, Laravel, REST API, DevOps, Responsive Web Design, CSS3, HTML5",Vue,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Hetzner,No,GitHub,Rest API,"No library, pure HTML",Self-Learning with Projects that are intrinsically motivated 
+4/7/2025 19:42:56,5 to 10 years,Decision Maker (CEO/Founder/Executive),Lithuania,Combine manual coding with no-/low-code or AI-generated methods,I would not start a web app by writing code,ChatGPT/Open AI,Webflow,I would not use any of these tools,I don't use AI-powered app generators,Hard to maintain or scale,"JavaScript, AI",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),I would not self-manage database,Digital Ocean,Yes,GitHub,Rest API,Bootstrap,University
+4/7/2025 19:58:04,More than 10 years,Engineer/Developer/IT/Data Scientist,Germany,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",ChatGPT/Open AI,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,"Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations), Hard to maintain or scale, Builds technical debt quickly","Webpack, JavaScript, Typescript, React, Vue.js, HTML5, CSS3, Node.js, Angular, JSON",Vue,Golang,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Heroku,No,GitHub,Rest API,"No library, pure HTML",Books
+4/7/2025 21:27:37,5 to 10 years,Engineer/Developer/IT/Data Scientist,Austria,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",I do not use AI-powered coding assistants,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,"Security and reliability risks, AI loses context easily, Poor code quality (bugs, hallucinations), Builds technical debt quickly","Responsive Web Design, SQL, AJAX, DevOps, CSS3, CRUD, HTML5, Git, Docker, Java",Primefaces,Java,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Hone server or hetzner,No,Self-hosted solution (like Gitea),Rest API,Primefaces,School
+4/7/2025 21:59:12,3 to 5 years,Engineer/Developer/IT/Data Scientist,Poland,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",ChatGPT/Open AI,I would not use low-code or no-code tools,V0.dev,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, AI loses context easily, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Builds technical debt quickly","Progressive Web Apps (PWAs), Vue.js, Tailwind, Node.js, Typescript, Webpack, React, Next.js, Docker, Nuxt.js",Vue,Javascript (Node.js),"That depends, probably something like Neon or host it myself. Sometimes Supabase on small-scale/personal apps.",PostgreSQL,Digital Ocean,No,GitHub,Remote Procedure Call (RPC),ShadCN/UI,Online Courses
+4/8/2025 0:14:00,More than 10 years,Decision Maker (CEO/Founder/Executive),United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a paid template (e.g. from Themeforest)",Cursor IDE,"Bubble, Flatlogic Platform, FlutterFlow, Webflow, Wix","Bolt AI, Lovable","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, AI loses context easily, Limited customization for complex apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale","AI, Continuous Integration/Continuous Deployment (CI/CD), React, Angular, Next.js, DevOps, Firebase, Nuxt.js, MongoDB, Node.js",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Material UI,Books
+4/8/2025 3:28:36,5 to 10 years,Engineer/Developer/IT/Data Scientist,United States,Combine manual coding with no-/low-code or AI-generated methods,I would not start a web app by writing code,Codeium Windsurf,"Flatlogic Platform, Mendix, Quickbase","Flatlogic AI Generator, Lovable, Memex Tech, Replit (Agent), V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting)","Docker, Node.js, Git, CRUD, Typescript, Tailwind, Ruby on Rails, AI, Vue.js, Next.js",React,Golang,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Cloudflare,"No, but I am planning to use it",Self-hosted solution (like Gitea),"I am not familiar with the term ""API""","No library, pure HTML",Coding Bootcamp
+4/8/2025 14:22:50,More than 10 years,Engineer/Developer/IT/Data Scientist,Poland,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",aider,GPT Engineer App,"GPT-Engineer, Lovable, V0.dev","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)",I see no major problems - all good! (Positive response),"Docker, Node.js, React, Continuous Integration/Continuous Deployment (CI/CD), Git, Next.js, REST API, DevOps, Typescript, Webpack",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,hetnzer,Yes,GitHub,Rest API,Ant Design,University
+4/8/2025 15:34:21,More than 10 years,Decision Maker (CEO/Founder/Executive),Belarus,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a paid template (e.g. from Themeforest)",JetBrains Al,"Airtable, AppSheet, WordPress",I would not use any of these tools,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, Poor code quality (bugs, hallucinations)",REST API,React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Material UI,University
+4/8/2025 19:31:06,0 to 1 year,Decision Maker (CEO/Founder/Executive),United Kingdom,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Airtable, Bubble, Flatlogic Platform, WordPress, Wix","Bolt AI, Flatlogic AI Generator, Lovable, Replit (Agent), V0.dev","Level 1: Simple static websites (HTML/CSS, minimal or no JS)","AI loses context easily, Limited customization for complex apps, Cannot build mobile apps","AI, JSON","Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),I would not self-manage database,AWS,Yes,I am not familiar with code storage and management services.,Rest API,Tailwind CSS,Online Videos
+4/8/2025 22:38:03,More than 10 years,Engineer/Developer/IT/Data Scientist,United States,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",Github Copilot,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,"Security and reliability risks, AI loses context easily, Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting)","JSON, Bootstrap, Docker, REST API, Continuous Integration/Continuous Deployment (CI/CD), CRUD, SQL",bootstrap,.NET,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,linode,No,GitHub,Rest API,Bootstrap,Online Videos
+4/9/2025 20:06:31,5 to 10 years,Engineer/Developer/IT/Data Scientist,France,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",Continue with self hosted LLM (Claude),I would not use low-code or no-code tools,I would not use any of these tools,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Security and reliability risks, AI loses context easily, Benefits experienced devs, not beginners, Limited customization for complex apps, Builds technical debt quickly","Tailwind, Node.js, HTML5, React, Docker, Continuous Integration/Continuous Deployment (CI/CD), Git, CSS3, REST API, Typescript",React,Java,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,Self-hosted solution (like Gitea),Rest API,Tailwind CSS,Online Forum
+4/10/2025 4:37:52,5 to 10 years,Decision Maker (CEO/Founder/Executive),United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,"GPT Engineer App, Webflow","Bolt AI, Replit AI, V0.dev","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Poor code quality (bugs, hallucinations)",Responsive Web Design,"Not applicable, since I would not write code myself",Python,Supabase,I would not self-manage database,I would not host the app myself,Yes,GitHub,GraphQL,Bootstrap,AI (talk with AI)
+4/10/2025 16:50:28,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),Canada,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a paid template (e.g. from Themeforest)",I do not start web app by writing code,"I would not use low-code or no-code tools, Backendless, Flatlogic Platform, Webflow",I would not use any of these tools,I don't use AI-powered app generators,"AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Cannot build mobile apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","Express, Continuous Integration/Continuous Deployment (CI/CD), Firebase","Not applicable, since I would not write code myself","I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),I would not self-manage database,I would not host the app myself,"No, but I am planning to use it",GitHub,In housee,"No library, pure HTML",AI (talk with AI)
+4/11/2025 7:03:35,0 to 1 year,Interest,United States,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)",I would not start a web app by writing code,Cline,"Airtable, Flatlogic Platform, FlutterFlow, WordPress",gemini ,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)",AI loses context easily,"CRUD, JavaScript, Firebase, React, JSON, REST API, AI, Tailwind","Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Supabase,I would not self-manage database,I would not host the app myself,"No, but I am planning to use it",GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+4/11/2025 11:33:46,More than 10 years,Engineer/Developer/IT/Data Scientist,France,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,vemto for laravel,Flatlogic AI Generator,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",Limited customization for complex apps,"Git, SQL, CRUD, Tailwind",No framework,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MariaDB,ionos,"No, but I am planning to use it",GitHub,GraphQL,Tailwind CSS,Online Courses
+4/11/2025 13:13:10,1 to 3 years,Engineer/Developer/IT/Data Scientist,Ghana,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,I would not use low-code or no-code tools,"Bolt AI, Flatlogic AI Generator, GPT-Engineer, GPT-Pilot, Lovable","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",I see no major problems - all good! (Positive response),"Progressive Web Apps (PWAs), Node.js, Typescript, Docker, Git, DevOps, AI",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MongoDB,Vercel,Yes,GitHub,Rest API,Tailwind CSS,Coding Bootcamp
+4/12/2025 7:12:25,1 to 3 years,Student/Educator,Kenya,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","No, I would not use a template or AI-generated codebase; I'd build everything from scratch",ChatGPT/Open AI,"Wix, ",I would not use any of these tools,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)",AI loses context easily,"Responsive Web Design, Tailwind, React, Django, Firebase, REST API, JavaScript",No framework,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Google Cloud,Yes,I am not familiar with code storage and management services.,Rest API,Tailwind CSS,AI (talk with AI)
+4/12/2025 11:34:03,0 to 1 year,Student/Educator,Pakistan,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Codeium Windsurf,GPT Engineer App,"Bolt AI, Co.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, Limited customization for complex apps, Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","Express, MongoDB, Docker, React, Tailwind, SQL, CRUD, JavaScript, Node.js",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)","Headless CMS (e.g. Contentful, Strapi, Sanity)",Cassandra,Google Cloud,Yes,GitHub,GraphQL,Chakra UI,University
+4/12/2025 13:41:26,1 to 3 years,Engineer/Developer/IT/Data Scientist,India,By writing code (traditional method),"Yes, I would use a paid template (e.g. from Themeforest)",I do not use AI-powered coding assistants,Power Apps (Microsoft),Yet to try,I don't use AI-powered app generators,Limited customization for complex apps,"Laravel, JSON, Responsive Web Design, AJAX, Bootstrap, jQuery",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MariaDB,AWS,"No, but I am planning to use it",I am not familiar with code storage and management services.,Rest API,Bootstrap,Online Courses
+4/14/2025 19:21:20,1 to 3 years,Decision Maker (CEO/Founder/Executive),India,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",Cursor IDE,I would not use low-code or no-code tools,"GPT-Engineer, Replit AI","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, I see no major problems - all good! (Positive response)","Vue.js, Express, Node.js, Tailwind, SQL, JavaScript, AJAX, Vibe Coding, Next.js, Docker",React,Javascript (Node.js),Supabase,PostgreSQL,Vercel,Yes,GitHub,Rest API,ShadCN/UI,AI (talk with AI)
+4/15/2025 9:01:19,5 to 10 years,Decision Maker (CEO/Founder/Executive),United States,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Codeium,Wix,"Bolt AI, Flatlogic AI Generator, Lovable, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Poor code quality (bugs, hallucinations), Builds technical debt quickly","Git, React, Ruby on Rails, DevOps, REST API, AI, Vue.js, Node.js, Next.js, Responsive Web Design",React,Golang,Azure MySQL,MySQL,Cloudflare,"No, but I am planning to use it",Self-hosted solution (like Gitea),Rest API,Tailwind CSS,by coding
+4/16/2025 5:53:17,More than 10 years,Engineer/Developer/IT/Data Scientist,United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,Manus,V0.dev,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","High costs (tokens, hidden charges), Limited customization for complex apps, Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting), Builds technical debt quickly","JavaScript, Next.js, Vibe Coding, Node.js, AI, REST API, React, GraphQL, Typescript",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,ShadCN/UI,AI (talk with AI)
+4/16/2025 8:25:59,1 to 3 years,Engineer/Developer/IT/Data Scientist,Syria,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",Cline,Zoho Creator,Devin (Cognition Labs),"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations)","REST API, SQL, Laravel, Vue.js, Web Components, CSS3, Bootstrap, HTML5, Material-UI, Vibe Coding",Vue,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Microsoft Azure,Yes,GitHub,Rest API,Bootstrap,Online Courses
+4/16/2025 12:14:13,5 to 10 years,Engineer/Developer/IT/Data Scientist,Netherlands,Combine manual coding with no-/low-code or AI-generated methods,"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Aider,I would not use low-code or no-code tools,Openhands,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Integration with industry systems like SAP, ERP, and CRM is problematic.","Git, Tailwind, Continuous Integration/Continuous Deployment (CI/CD), Typescript, REST API, HTML5, GraphQL, Docker, Node.js, gRPC, SOAP, WebSockets",React,Javascript (Node.js),DynamoDB,PostgreSQL,AWS,Yes,Bitbucket,Rest API,Tailwind CSS,"Hands-on practice with collaborative learning (incl. AI), + https://teachyourselfcs.com"
+4/16/2025 13:01:08,More than 10 years,Decision Maker (CEO/Founder/Executive),South Africa,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Roo Code,Power Apps (Microsoft),"Replit (Agent), Augment Code","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, High costs (tokens, hidden charges)","Responsive Web Design, REST API, React, Vibe Coding, Tailwind, JSON, Typescript, AI, JavaScript, Docker",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),SQL Server,I would not host the app myself,Yes,Azure DevOps,Rest API,Tailwind CSS,AI (talk with AI)
+4/16/2025 17:01:08,0 to 1 year,Student/Educator,India,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",claude,I would not use low-code or no-code tools,"GPT-Engineer, Lovable","Level 1: Simple static websites (HTML/CSS, minimal or no JS)","AI loses context easily, Limited customization for complex apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting)","Typescript, Firebase, MongoDB, SQL, Bootstrap, JavaScript, React, Node.js, Git, JSON",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Vercel,Yes,GitHub,Rest API,Bootstrap,AI (talk with AI)
+4/19/2025 21:59:48,I do not have experience in web development,Prefer not to answer,Zimbabwe,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",JetBrains Al,"Bubble, FlutterFlow","Co.dev, GPT-Engineer, GPT-Pilot, Smol Developer","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Cannot build mobile apps, Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting)","JSON, SQL, Django, Vibe Coding, Firebase, MongoDB, NoSQL, HTML5, JavaScript, AI","Not applicable, since I would not write code myself",Java,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Google Cloud,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",University
+4/23/2025 0:02:35,1 to 3 years,Decision Maker (CEO/Founder/Executive),Ireland,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,"Bubble, Carrd, Webflow","Bolt AI, Replit AI, V0.dev","Level 1: Simple static websites (HTML/CSS, minimal or no JS)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations), Builds technical debt quickly","AI, Next.js, Typescript, Vibe Coding, Tailwind, Node.js, Firebase, SQL, JavaScript, Docker",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Firebase,MariaDB,Google Cloud,Yes,GitHub,Rest API,ShadCN/UI,AI (talk with AI)
+4/23/2025 17:16:14,1 to 3 years,Engineer/Developer/IT/Data Scientist,Egypt,Combine manual coding with no-/low-code or AI-generated methods,"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",ChatGPT/Open AI,"Bubble, Flatlogic Platform, WordPress","Flatlogic AI Generator, GPT-Engineer","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",Limited customization for complex apps,"Responsive Web Design, JavaScript, HTML5, CSS3, JSON, NoSQL, CRUD, Next.js, REST API, SQL",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,AWS,Yes,GitHub,Rest API,Tailwind CSS,Online Courses
+4/25/2025 22:44:48,0 to 1 year,Engineer/Developer/IT/Data Scientist,Puerto Rico,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Claude Sonnet 3.7,Flatlogic Platform,"Bolt AI, Flatlogic AI Generator, Lovable, Replit AI, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, Cannot build mobile apps, Hard to maintain or scale, Builds technical debt quickly","CRUD, Docker, Typescript, Node.js, Express, React, REST API, JavaScript, CSS3, Next.js",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,AWS,Yes,GitHub,Rest API,Tailwind CSS,Taking a course and quickly building something related (project)
+4/27/2025 19:47:14,0 to 1 year,Decision Maker (CEO/Founder/Executive),United Kingdom,"Combaine AI-driven, manual coding and profesional services","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Bubble, GPT Engineer App, Power Apps (Microsoft)",Lovable,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)","Security and reliability risks, High costs (tokens, hidden charges)","Responsive Web Design, Progressive Web Apps (PWAs), Git, Bootstrap, Firebase","Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Azure MySQL,I would not self-manage database,AWS,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",multiple ways work best.
+4/28/2025 15:22:28,5 to 10 years,Decision Maker (CEO/Founder/Executive),Brazil,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a paid template (e.g. from Themeforest)",Cursor IDE,I would not use low-code or no-code tools,"Flatlogic AI Generator, Lovable, Replit AI, V0.dev","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Hard to maintain or scale, Builds technical debt quickly","AI, Tailwind, SQL, Typescript, Docker, JSON, Node.js, Express, Next.js, REST API",React,Java,Supabase,PostgreSQL,Digital Ocean,Yes,GitHub,Rest API,Tailwind CSS,Online Courses
+4/28/2025 16:46:01,3 to 5 years,Engineer/Developer/IT/Data Scientist,Sweden,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Google Studio Bot,"Flatlogic Platform, WordPress",Bolt AI,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, Hard to maintain or scale","NoSQL, GraphQL, JavaScript, Node.js, AI, Tailwind, JSON, jQuery",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Cloudflare,Yes,Self-hosted solution (like Gitea),Rest API,Tailwind CSS,AI (talk with AI)
+4/28/2025 17:28:36,More than 10 years,Engineer/Developer/IT/Data Scientist,Brazil,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I do not use AI-powered coding assistants,Zoho Creator,"Flatlogic AI Generator, Lovable",I don't use AI-powered app generators,I see no major problems - all good! (Positive response),"HTML5, Git, Angular, Django, SQL, Docker, JavaScript, Node.js, Laravel, Bootstrap",Angular,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MariaDB,I would not host the app myself,Yes,Gitlab,Rest API,Bootstrap,Online Courses
+4/28/2025 18:03:26,0 to 1 year,Decision Maker (CEO/Founder/Executive),United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,WordPress,I would not use any of these tools,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, High costs (tokens, hidden charges), Weak integrations (databases, auth, hosting)","REST API, CRUD, Typescript, Tailwind, MongoDB, Git, React, Next.js, AI, Node.js",React,APIs,APIs,PostgreSQL,Vercel,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+4/28/2025 19:26:48,I do not have experience in web development,Student/Educator,United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")",I would not start a web app by writing code,I do not start web app by writing code,Flatlogic Platform,Flatlogic AI Generator,I don't use AI-powered app generators,"High costs (tokens, hidden charges), Benefits experienced devs, not beginners","Vibe Coding, AI","Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Whatever the vibecoding platform suggests,I would not self-manage database,I would not host the app myself,"No, but I am planning to use it",I am not familiar with code storage and management services.,Whatever the platform suggested,No preference.,"Combination: online course for foundations, forum for support, boot camp for rapid skill acquisition and project execution."
+4/28/2025 21:24:00,0 to 1 year,Decision Maker (CEO/Founder/Executive),United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,"Airtable, Bubble, Flatlogic Platform",Flatlogic AI Generator,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, Limited customization for complex apps","Vibe Coding, React, Docker, Node.js, AI, JavaScript, JSON, Next.js, REST API, CRUD",React,"Not applicable, since I would not write code myself",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),I would not self-manage database,Google Cloud,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+4/29/2025 5:23:31,0 to 1 year,Product/Project Manager,Brazil,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,Flatlogic Platform,Flatlogic AI Generator,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","AI loses context easily, High costs (tokens, hidden charges)","Next.js, React, Typescript, Django, Node.js, REST API, Material-UI, Bootstrap, Tailwind, Express",React,Javascript (Node.js),Supabase,PostgreSQL,Digital Ocean,Yes,GitHub,Rest API,Material UI,AI (talk with AI)
+4/29/2025 15:16:40,3 to 5 years,Engineer/Developer/IT/Data Scientist,Sweden,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,WordPress,Bolt AI,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, Hard to maintain or scale, Builds technical debt quickly","AI, Firebase, NoSQL, Docker, Bootstrap, Next.js, JSON",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Cloudflare,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+4/29/2025 15:40:37,I do not have experience in web development,Student/Educator,Colombia,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Appsmith, Bubble, Budibase, Flatlogic Platform, Notion, Softr, WordPress","Bolt AI, Flatlogic AI Generator, Lovable, V0.dev","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations)","Vibe Coding, NoSQL, Typescript, Nuxt.js, Docker, React, Laravel, REST API, Node.js, Progressive Web Apps (PWAs)",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,PostgreSQL,Google Cloud,Yes,GitHub,Rest API,Bootstrap,Coding Bootcamp
+4/29/2025 15:52:18,I do not have experience in web development,Student/Educator,Colombia,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Appsmith, Bubble, Budibase, Flatlogic Platform, Softr","Bolt AI, Flatlogic AI Generator, Lovable, ToolJet AI","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations)","Next.js, Bootstrap, Node.js, Material-UI, SQL, React, REST API, NoSQL, Progressive Web Apps (PWAs), Laravel",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,PostgreSQL,Google Cloud,Yes,GitHub,Rest API,Material UI,Coding Bootcamp
+4/30/2025 10:19:53,More than 10 years,UI/UX Designer,Ireland,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",CodeMate on Visual Studio Code,"Flatlogic Platform, GPT Engineer App","Flatlogic AI Generator, GPT-Engineer","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",I see no major problems - all good! (Positive response),"REST API, JavaScript, CSS3, SQL, Git, HTML5, Firebase, Bootstrap",Python based frameworks ,Python,Firebase,PostgreSQL,Google Cloud,Yes,GitHub,Rest API,Bootstrap,AI (talk with AI)
+4/30/2025 16:21:05,1 to 3 years,Prefer not to answer,Brazil,I would resort to professional services (hire/partner with friend/employee/agency),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",I do not use AI-powered coding assistants,AppSheet,Smol Developer,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",Builds technical debt quickly,"JavaScript, Next.js",No framework,PHP,Supabase,CouchDB,Vercel,Yes,Gitlab,"I am not familiar with the term ""API""",Chakra UI,Online Videos
+5/1/2025 17:51:44,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),"Congo, Democratic Republic of the","Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Airtable, Appsmith, Bravo Studio, Budibase, Creatio","Bolt AI, Co.dev, Create.xyz, Flatlogic AI Generator",I don't use AI-powered app generators,"Security and reliability risks, Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly, I see no major problems - all good! (Positive response)","JavaScript, Ruby on Rails, Next.js, Node.js, DevOps, HTML5, Progressive Web Apps (PWAs), REST API, React, Docker",React,Python,Supabase,MongoDB,AWS,Yes,GitHub,Rest API,Tailwind CSS,Online Courses
+5/1/2025 20:27:51,1 to 3 years,Engineer/Developer/IT/Data Scientist,Romania,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a paid template (e.g. from Themeforest)",Cursor IDE,I would not use low-code or no-code tools,Flatlogic AI Generator,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, High costs (tokens, hidden charges)","CRUD, SQL, Next.js, Express",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,I would not host the app myself,"No, but I am planning to use it",GitHub,Rest API,ShadCN/UI,Online Videos
+5/1/2025 22:50:28,0 to 1 year,Decision Maker (CEO/Founder/Executive),United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Google Gemini Pro 2.5 Experimental Custom Gem,Flatlogic Platform,"Bolt AI, HeyBoss","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations), Builds technical debt quickly","AI, React, SQL, CRUD, Tailwind, Node.js, JSON, REST API, JavaScript, Git",React,Javascript (Node.js),Supabase,I would not self-manage database,Netlify,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+5/1/2025 23:29:27,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),Ireland,I would resort to professional services (hire/partner with friend/employee/agency),I would not start a web app by writing code,I do not start web app by writing code,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,I see no major problems - all good! (Positive response),JSON,React,Python,Mongo Atlas,MongoDB,AWS,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",Online Courses
+5/2/2025 7:37:43,1 to 3 years,Student/Educator,India,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"Flatlogic Platform, WordPress","Bolt AI, Flatlogic AI Generator, Replit (Agent), V0.dev","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Hard to maintain or scale, Weak integrations (databases, auth, hosting)","AI, SQL, REST API, Continuous Integration/Continuous Deployment (CI/CD), JSON, Laravel, Tailwind, MongoDB, Express, Next.js",React,Javascript (Node.js),Mongo Atlas,MongoDB,Vercel,Yes,GitHub,Rest API,ShadCN/UI,Online Videos
+5/2/2025 17:10:10,I do not have experience in web development,Product/Project Manager,Brazil,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"AppSheet, Creatio, Flatlogic Platform, GPT Engineer App","Bolt AI, GPT-Pilot, Replit AI",I don't use AI-powered app generators,"AI loses context easily, Benefits experienced devs, not beginners, Limited customization for complex apps, Hard to maintain or scale","NoSQL, SQL, Babel, HTML5, Typescript, Responsive Web Design, DevOps, Tailwind, MongoDB, CSS3",React,Javascript (Node.js),Supabase,PostgreSQL,Vercel,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+5/2/2025 21:50:17,5 to 10 years,Decision Maker (CEO/Founder/Executive),Tunisia,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a paid template (e.g. from Themeforest)",ChatGPT/Open AI,"AppSheet, AppMaster.io, Appsmith","Co.dev, Create.xyz","Level 1: Simple static websites (HTML/CSS, minimal or no JS)","High costs (tokens, hidden charges), Hard to maintain or scale",HTML5,Ember.js,PHP,Firebase,MariaDB,Cloudflare,"No, but I am planning to use it",Bitbucket,GraphQL,Material UI,University
+5/3/2025 4:21:54,3 to 5 years,Engineer/Developer/IT/Data Scientist,Germany,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",I do not use AI-powered coding assistants,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,"Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","Angular, Express, React, Node.js, Tailwind, Next.js, Continuous Integration/Continuous Deployment (CI/CD), Typescript, JSON, Docker",React,C#/dotnet with ASP.NET or Typescript with Express,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL and or SurrealDB,Self host using Docker / Kubernetes clusters and VPS servers or self owned servers,No,GitHub,Rest API,Tailwind CSS,interactive courses
+5/3/2025 16:35:38,3 to 5 years,Student/Educator,United States,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Airtable, Notion, Webflow","Bolt AI, Lovable, Replit AI, Replit (Agent)","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, Limited customization for complex apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale","HTML5, React, CSS3, JSON, Vibe Coding, Tailwind, Next.js, JavaScript, Firebase, Node.js",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Firebase,MongoDB,Cloudflare,Yes,GitHub,Rest API,"No library, pure HTML",Online Courses
+5/3/2025 20:46:49,I do not have experience in web development,Product/Project Manager,United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,Flatlogic Platform,I would not use any of these tools,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)",Hard to maintain or scale,JavaScript,"Not applicable, since I would not write code myself","I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,I would not self-manage database,I would not host the app myself,"No, but I am planning to use it",I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",Online Courses
+5/4/2025 8:39:18,More than 10 years,Engineer/Developer/IT/Data Scientist,United Arab Emirates,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,AppSheet,"Bolt AI, Flatlogic AI Generator, Lovable, Replit AI, Replit (Agent), V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, Poor code quality (bugs, hallucinations), Hard to maintain or scale","Laravel, Nuxt.js, React, Bootstrap, Vue.js, JavaScript, Firebase, REST API, Next.js, Typescript",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Netlify,Yes,GitHub,Rest API,Bootstrap,AI (talk with AI)
+5/4/2025 17:07:47,I do not have experience in web development,technician,Malaysia,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"FlutterFlow, GPT Engineer App, UI Bakery, WordPress","Flatlogic AI Generator, GPT-Pilot","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","High costs (tokens, hidden charges)","HTML5, Node.js, Laravel, Tailwind",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MariaDB,Cloudflare,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""",Tailwind CSS,Coding Bootcamp
+5/5/2025 11:30:36,I do not have experience in web development,Prefer not to answer,Philippines,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"FlutterFlow, Notion, Webflow","Bolt AI, Co.dev, Lovable, Replit AI, Replit (Agent), ToolJet AI","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Cannot build mobile apps, Weak integrations (databases, auth, hosting)","Docker, Firebase, Node.js, Typescript, Progressive Web Apps (PWAs), GraphQL, CRUD, Bootstrap, Git, adonis.js and htmx",htmx or astro,adonis.js,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Cloudflare,Yes,GitHub,GraphQL,Bootstrap,AI (talk with AI)
+5/5/2025 13:09:35,5 to 10 years,Engineer/Developer/IT/Data Scientist,Poland,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I do not use AI-powered coding assistants,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,I see no major problems - all good! (Positive response),Laravel,No framework,Ruby on Rails,Firebase,PostgreSQL,AWS,Yes,GitHub,GraphQL,Bootstrap,Online Courses
+5/5/2025 22:30:04,3 to 5 years,Engineer/Developer/IT/Data Scientist,Poland,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)","I do not use assistants now, but I did for a 1-1.5 years (GitHub Copilot, Supermaven)",I would not use low-code or no-code tools,V0.dev,I don't use AI-powered app generators,"AI loses context easily, Benefits experienced devs, not beginners, Limited customization for complex apps, Builds technical debt quickly","Continuous Integration/Continuous Deployment (CI/CD), Next.js, Docker, JavaScript, Firebase, React, Git, Typescript, Webpack, Node.js",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,MongoDB,Vercel,Yes,GitHub,Rest API,"No library, pure HTML",University
+5/6/2025 16:00:58,3 to 5 years,Engineer/Developer/IT/Data Scientist,India,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Tabnine,GPT Engineer App,GPT-Engineer,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",Security and reliability risks,"HTML5, Web Components, React, REST API, CSS3, Bootstrap, Material-UI, JavaScript, Node.js, Continuous Integration/Continuous Deployment (CI/CD)",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MongoDB,AWS,Yes,Bitbucket,Rest API,Material UI,Peers or friends
+5/6/2025 16:13:10,3 to 5 years,Engineer/Developer/IT/Data Scientist,Bangladesh,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,"AppSheet, AppMaster.io, FlutterFlow","GPT-Engineer, GPT-Pilot, Replit AI, Replit (Agent), V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",Hard to maintain or scale,"React, AI, Next.js, NoSQL, Express, Nuxt.js, JavaScript, Firebase, HTML5",React,Javascript (Node.js),"Headless CMS (e.g. Contentful, Strapi, Sanity)",MySQL,AWS,Yes,GitHub,GraphQL,Material UI,AI (talk with AI)
+5/6/2025 16:16:40,More than 10 years,Decision Maker (CEO/Founder/Executive),Germany,Combine manual coding with no-/low-code or AI-generated methods,I would not start a web app by writing code,ChatGPT/Open AI,WordPress,Lovable,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, Limited customization for complex apps, I see no major problems - all good! (Positive response), Does changes in function a have any consequences in function b?","Vibe Coding, HTML5, AI, JavaScript, REST API",No framework,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,AWS,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",Peers or friends
+5/6/2025 16:26:57,3 to 5 years,Product/Project Manager,Philippines,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Flatlogic Platform, FlutterFlow, GPT Engineer App, Power Apps (Microsoft), UI Bakery, WordPress","Bolt AI, Flatlogic AI Generator, GPT-Engineer, GPT-Pilot, Lovable","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, Cannot build mobile apps, Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","DevOps, Vibe Coding, React, Continuous Integration/Continuous Deployment (CI/CD), CRUD, Git, JavaScript, SQL, REST API, AI",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,MySQL,AWS,Yes,GitHub,Rest API,Tailwind CSS,Online Courses
+5/6/2025 17:43:26,More than 10 years,Engineer/Developer/IT/Data Scientist,Vietnam,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,"Creatio, FlutterFlow, Notion","Flatlogic AI Generator, GPT-Engineer","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners","Next.js, React, REST API, GraphQL, Node.js, Git, Typescript, Material-UI, MongoDB, Docker",Nextjs,Javascript (Node.js),"Headless CMS (e.g. Contentful, Strapi, Sanity)",MongoDB,AWS,Yes,GitHub,GraphQL,Material UI,Online Courses
+5/6/2025 17:59:11,More than 10 years,Engineer/Developer/IT/Data Scientist,Chile,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",JetBrains Al,I would not use low-code or no-code tools,"Bolt AI, Lovable","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Cannot build mobile apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale","DevOps, Tailwind, AI, Vibe Coding, Angular, REST API, Node.js, Bootstrap, CSS3",Angular,Spring boot ,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Railway ,Yes,GitHub,Rest API,Tailwind CSS,University
+5/6/2025 18:05:55,More than 10 years,Product/Project Manager,United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Codeium Windsurf,"AppSheet, Flatlogic Platform, Power Apps (Microsoft)","Bolt AI, Flatlogic AI Generator","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, Builds technical debt quickly","Next.js, MongoDB, React, Express, JavaScript, JSON, Svelte, Firebase, Node.js, Typescript",React,Javascript (Node.js),Supabase,PostgreSQL,AWS,Yes,GitHub,Rest API,Tailwind CSS,Online Courses
+5/6/2025 19:25:50,1 to 3 years,Decision Maker (CEO/Founder/Executive),Spain,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"AppSheet, Flatlogic Platform","Flatlogic AI Generator, GPT-Engineer, Replit AI","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Limited customization for complex apps, I see no major problems - all good! (Positive response)","Docker, Firebase, Node.js, JSON",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Cloudflare,Yes,GitHub,Rest API,Material UI,School
+5/6/2025 20:06:41,5 to 10 years,Engineer/Developer/IT/Data Scientist,Sweden,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,"AppSheet, FlutterFlow, WordPress","Bolt AI, Flatlogic AI Generator, ToolJet AI","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, Cannot build mobile apps, Hard to maintain or scale","Node.js, JavaScript, Tailwind, Firebase, Docker, SQL, AI",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Cloudflare,Yes,GitHub,Rest API,Tailwind CSS,University
+5/6/2025 21:35:36,5 to 10 years,Engineer/Developer/IT/Data Scientist,India,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",Github Copilot,"AppMaster.io, Internal.io, WordPress, WeWeb, Wix","Bolt AI, Flatlogic AI Generator, GPT-Pilot","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations), Hard to maintain or scale","Responsive Web Design, AI, Node.js, Vibe Coding, Next.js, CSS3, Angular, JavaScript, Bootstrap, React",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Google Cloud,Yes,GitHub,Rest API,Tailwind CSS,Online Forum
+5/6/2025 23:10:53,5 to 10 years,Engineer/Developer/IT/Data Scientist,Malawi,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,WordPress,GPT-Pilot,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","High costs (tokens, hidden charges), Limited customization for complex apps","CSS3, REST API, Firebase, JavaScript, React, SQL, HTML5, jQuery, Bootstrap, Django",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,"Bluehost, on premises as well",Yes,GitHub,Rest API,Bootstrap,Online Videos
+5/6/2025 23:12:27,More than 10 years,Engineer/Developer/IT/Data Scientist,Italy,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Airtable, AppMaster.io, Notion, Zoho Creator","Flatlogic AI Generator, GPT-Engineer, Replit (Agent)","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, Poor code quality (bugs, hallucinations)","Angular, Express, Continuous Integration/Continuous Deployment (CI/CD), React",React,C#,Mongo Atlas,PostgreSQL,AWS,Yes,GitHub,Rest API,Bootstrap,Coding Bootcamp
+5/6/2025 23:40:01,1 to 3 years,Engineer/Developer/IT/Data Scientist,Brazil,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Codeium,"Mendix, WeWeb","Bolt AI, Lovable, Replit AI, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, High costs (tokens, hidden charges), Cannot build mobile apps, Poor code quality (bugs, hallucinations)","GraphQL, Svelte, jQuery, DevOps",Svelte,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Firebase,PostgreSQL,Netlify,Yes,GitHub,"I am not familiar with the term ""API""",Tailwind CSS,Coding Bootcamp
+5/7/2025 1:48:39,More than 10 years,Engineer/Developer/IT/Data Scientist,United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I use a combination of the list above. ,WordPress,I would not use any of these tools,I don't use AI-powered app generators,"AI loses context easily, Poor code quality (bugs, hallucinations), Builds technical debt quickly, ","GraphQL, Git, React, Typescript, Next.js, Docker, JavaScript, Tailwind",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,GraphQL,ShadCN/UI,Doing
+5/7/2025 2:21:38,1 to 3 years,Student/Educator,India,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,I would not use low-code or no-code tools,"Bolt AI, Lovable, Replit AI, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Cannot build mobile apps","Continuous Integration/Continuous Deployment (CI/CD), Git, Node.js, React, Responsive Web Design, Tailwind, Vibe Coding, Web Components, JavaScript, Next.js",React,Javascript (Node.js),Supabase,MongoDB,Vercel,Yes,GitHub,Rest API,ShadCN/UI,AI (talk with AI)
+5/7/2025 3:28:54,0 to 1 year,Decision Maker (CEO/Founder/Executive),United States,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,"Bubble, GPT Engineer App, Power Apps (Microsoft), Retool","GPT-Engineer, Replit AI, Replit (Agent)","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","AI loses context easily, High costs (tokens, hidden charges), Builds technical debt quickly","JSON, Git, JavaScript, Next.js, Tailwind, Node.js, Vibe Coding, Typescript, React",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MongoDB,Digital Ocean,Yes,GitHub,Rest API,Tailwind CSS,Coding Bootcamp
+5/7/2025 3:42:00,0 to 1 year,Student/Educator,South Africa,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,Flatlogic Platform,Lovable,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, Limited customization for complex apps, Poor code quality (bugs, hallucinations)","MongoDB, SQL, CRUD, Responsive Web Design, HTML5, Git, Vibe Coding","Not applicable, since I would not write code myself","I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Firebase,SQL Server,Netlify,Yes,GitHub,"I am not familiar with the term ""API""",Tailwind CSS,Online Courses
+5/7/2025 4:43:37,More than 10 years,"A combo of Engineer/Developer, Product/Project Manager, and UI/UX Designer",Thailand,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",I do not use AI-powered coding assistants,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,"Security and reliability risks, AI loses context easily, Limited customization for complex apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","React, Bootstrap, Typescript, SQL, JavaScript, Django, Tailwind, Git, Docker, Node.js",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Bootstrap,Online Courses
+5/7/2025 4:44:42,0 to 1 year,Engineer/Developer/IT/Data Scientist,India,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"AppGyver, Bubble, Creatio, DronaHQ, Flatlogic Platform","Bolt AI, GPT-Pilot, Replit AI","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, High costs (tokens, hidden charges), Limited customization for complex apps, Hard to maintain or scale, Weak integrations (databases, auth, hosting)","Node.js, Material-UI, MongoDB, CRUD, JavaScript, HTML5, CSS3, React, Tailwind, Typescript",React,Python,Mongo Atlas,MongoDB,Vercel,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+5/7/2025 4:48:39,3 to 5 years,Student/Educator,Canada,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Notion, WordPress, Wix",Replit AI,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, High costs (tokens, hidden charges)","NoSQL, AI, JavaScript, Node.js, HTML5, Typescript, Next.js, React",React,Python,Mongo Atlas,MongoDB,Vercel,Yes,GitHub,Rest API,Bootstrap,AI (talk with AI)
+5/7/2025 4:54:35,I do not have experience in web development,Student/Educator,Philippines,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,Flatlogic Platform,Flatlogic AI Generator,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Builds technical debt quickly","Git, Firebase, Django, HTML5, Typescript, Ruby on Rails, Vibe Coding, SQL, React, Node.js",Angular,Python,Firebase,I would not self-manage database,Google Cloud,Yes,GitHub,Rest API,Tailwind CSS,Online Courses
+5/7/2025 7:49:16,More than 10 years,Product/Project Manager,Canada,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",I do not use AI-powered coding assistants,I would not use low-code or no-code tools,chatgpt,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, Limited customization for complex apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting)","HTML5, jQuery, Typescript, Docker, Svelte, Next.js, Responsive Web Design, Git, JavaScript, JSON",Svelte,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,self host and managed VPS,Yes,Self-hosted solution (like Gitea),"I am not familiar with the term ""API""","No library, pure HTML",Online Forum
+5/7/2025 7:59:15,3 to 5 years,UI/UX Designer,Kenya,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Replit AI,"Bubble, FlutterFlow, Power Apps (Microsoft), WordPress, Zoho Creator",Replit AI,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)","Weak integrations (databases, auth, hosting)","React, Git, Node.js, SQL, HTML5, Next.js, Laravel, JavaScript, Bootstrap, jQuery",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Microsoft Azure,Yes,GitHub,Remote Procedure Call (RPC),"No library, pure HTML",Online Courses
+5/7/2025 8:53:17,0 to 1 year,Engineer/Developer/IT/Data Scientist,Switzerland,Combine manual coding with no-/low-code or AI-generated methods,I would not start a web app by writing code,ChatGPT/Open AI,WordPress,I would not use any of these tools,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)","AI loses context easily, Limited customization for complex apps, Cannot build mobile apps",  ,No framework,C#,Firebase,SQL Server, ,Yes,GitHub, , ,Private courses are more effective
+5/7/2025 9:11:54,More than 10 years,Engineer/Developer/IT/Data Scientist,India,By writing code (traditional method),"Yes, I would use a paid template (e.g. from Themeforest)",Google Studio Bot,"Airtable, Appsmith, Bubble, Bildr, Creatio","Bolt AI, Co.dev, Databutton, Flatlogic AI Generator, GPT-Engineer","Level 1: Simple static websites (HTML/CSS, minimal or no JS)","Security and reliability risks, AI loses context easily","Git, CRUD, AJAX, SQL, Typescript, REST API, JSON",React,C#,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,AWS,Yes,GitHub,Rest API,Material UI,University
+5/7/2025 10:23:17,I do not have experience in web development,LINK BUILDER,India,I would resort to professional services (hire/partner with friend/employee/agency),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Airtable, Caspio, Draftbit, Flatlogic Platform, Internal.io, Notion",Flatlogic AI Generator,I don't use AI-powered app generators,Security and reliability risks,AI,"Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Digital Ocean,Yes,GitHub,GraphQL,"No library, pure HTML",AI (talk with AI)
+5/7/2025 11:41:55,0 to 1 year,Engineer/Developer/IT/Data Scientist,Nigeria,By writing code (traditional method),"Yes, I would use a paid template (e.g. from Themeforest)",Github Copilot,"AppMaster.io, FlutterFlow, WordPress, Wix","Flatlogic AI Generator, GPT-Engineer, GPT-Pilot","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",Limited customization for complex apps,"JavaScript, Bootstrap, Responsive Web Design, SQL, Firebase, REST API, jQuery, Tailwind, Node.js, React",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Vercel,Yes,GitHub,Rest API,Tailwind CSS,Online Courses
+5/7/2025 12:07:08,3 to 5 years,Engineer/Developer/IT/Data Scientist,Rwanda,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",Cursor IDE,"Airtable, Creatio, WordPress, Webflow, Wix",I would not use any of these tools,I don't use AI-powered app generators,"Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting), I see no major problems - all good! (Positive response)","Git, React, Bootstrap, CRUD, JavaScript, HTML5, Laravel, Docker, SQL, AI",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Heroku,"No, but I am planning to use it",GitHub,Rest API,Bootstrap,Coding Bootcamp
+5/7/2025 12:23:36,0 to 1 year,Sales/Marketing,India,I would resort to professional services (hire/partner with friend/employee/agency),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"WordPress, Wix",Lovable,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)",Limited customization for complex apps,"JavaScript, Responsive Web Design, CSS3, HTML5",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,hostinger,"No, but I am planning to use it",I am not familiar with code storage and management services.,"I am not familiar with the term ""API""",Tailwind CSS,AI (talk with AI)
+5/7/2025 12:54:34,1 to 3 years,Engineer/Developer/IT/Data Scientist,Canada,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Warp,I would not use low-code or no-code tools,Flatlogic AI Generator,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)",I see no major problems - all good! (Positive response),"Docker, MongoDB, Firebase, HTML5, Jamstack, Progressive Web Apps (PWAs), Web Components, Responsive Web Design, Git","Not applicable, since I would not write code myself",PHP,Firebase,I would not self-manage database,Netlify,Yes,GitHub,Rest API,Cody House,Online Courses
+5/7/2025 14:36:27,0 to 1 year,Engineer/Developer/IT/Data Scientist,India,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,"GPT Engineer App, WeWeb, Webflow",I would not use any of these tools,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)","AI loses context easily, Builds technical debt quickly","CSS3, JavaScript, React, JSON, REST API, Bootstrap, HTML5",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,I would not host the app myself,"No, but I am planning to use it",GitHub,Rest API,Bootstrap,Online Courses
+5/7/2025 15:18:53,3 to 5 years,Engineer/Developer/IT/Data Scientist,Italy,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,I would not use low-code or no-code tools,Bolt AI,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","High costs (tokens, hidden charges), Limited customization for complex apps, Hard to maintain or scale","Typescript, JavaScript, HTML5, CSS3, AI, NoSQL",No framework,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),nosql,I would not host the app myself,Yes,GitHub,Remote Procedure Call (RPC),"No library, pure HTML",AI (talk with AI)
+5/7/2025 15:23:26,0 to 1 year,Student/Educator,Tanzania,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"AppSheet, Budibase, Flatlogic Platform, Glide, Power Apps (Microsoft)",Flatlogic AI Generator,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","AI loses context easily, Limited customization for complex apps, Poor code quality (bugs, hallucinations)","JSON, AI, JavaScript, SQL, Tailwind, Angular, Vibe Coding, Bootstrap, React",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Microsoft Azure,Yes,GitHub,Rest API,Tailwind CSS,Online Courses
+5/7/2025 18:21:05,1 to 3 years,Decision Maker (CEO/Founder/Executive),United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,I would not use low-code or no-code tools,"Replit AI, Claude","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","AI loses context easily, Builds technical debt quickly","REST API, React, Tailwind, jQuery, HTML5, CRUD, AJAX, Progressive Web Apps (PWAs), Typescript, JSON",React,"Not applicable, since I would not write code myself",Digital Ocean,MongoDB,Digital Ocean,Yes,GitHub,Rest API,Material UI,Online Courses
+5/7/2025 18:40:26,5 to 10 years,Engineer/Developer/IT/Data Scientist,Israel,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a paid template (e.g. from Themeforest)",Cursor IDE,"Flatlogic Platform, Retool","Bolt AI, Flatlogic AI Generator, GPT-Engineer, GPT-Pilot, Lovable, Magically.life, Replit AI, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, High costs (tokens, hidden charges)","Material-UI, Vibe Coding, Next.js, Tailwind, React, REST API, Docker, HTML5, MongoDB, Node.js",React,Javascript (Node.js),"Headless CMS (e.g. Contentful, Strapi, Sanity)",PostgreSQL,I would not host the app myself,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+5/7/2025 20:34:16,5 to 10 years,Engineer/Developer/IT/Data Scientist,Nigeria,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"AppSheet, Flatlogic Platform, FlutterFlow, WordPress, Webflow","Create.xyz, Databutton, Flatlogic AI Generator, GPT-Pilot","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Poor code quality (bugs, hallucinations)","Angular, Continuous Integration/Continuous Deployment (CI/CD), Git, SQL, JavaScript, REST API, CRUD, Docker, Bootstrap, Laravel",Angular,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Digital Ocean,Yes,GitHub,Rest API,Material UI,Online Courses
+5/7/2025 23:59:20,0 to 1 year,Sales/Marketing,United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Flatlogic Platform, Notion, WordPress, Zoho Creator","Flatlogic AI Generator, GPT-Engineer, GPT-Pilot","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","AI loses context easily, Weak integrations (databases, auth, hosting)","AI, Vue.js","Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Firebase,Oracle,Google Cloud,Yes,GitHub,Rest API,Vuetify,University
+5/8/2025 0:25:39,0 to 1 year,Student/Educator,Malaysia,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",Replit AI,"Flatlogic Platform, Wix","Flatlogic AI Generator, Replit AI, Replit (Agent)","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","High costs (tokens, hidden charges), Limited customization for complex apps, Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting)","Typescript, React, HTML5, SQL, JSON, Tailwind, Node.js, JavaScript, CSS3, Git",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Firebase,MySQL,I would not host the app myself,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",University
+5/8/2025 2:20:27,1 to 3 years,Student/Educator,United States,Combine manual coding with no-/low-code or AI-generated methods,"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",ChatGPT/Open AI,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,AI loses context easily,"Node.js, HTML5, React, Firebase, Vibe Coding, REST API, Responsive Web Design, JavaScript, Git",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Firebase,I would not self-manage database,AWS,Yes,GitHub,Rest API,Tailwind CSS,Personal Projects
+5/8/2025 19:18:51,More than 10 years,Engineer/Developer/IT/Data Scientist,United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a paid template (e.g. from Themeforest)",ChatGPT/Open AI,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,Limited customization for complex apps,"Git, JSON, Responsive Web Design, REST API, SQL, React, Typescript, JavaScript, Next.js, Django",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Tailwind CSS,Online Courses
+5/9/2025 3:56:22,I do not have experience in web development,Student/Educator,Uruguay,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,GoodBarber,GPT-Pilot,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)",Limited customization for complex apps,Webpack,React,Python,Azure MySQL,MySQL,Cloudflare,Yes,GitHub,"I am not familiar with the term ""API""","No library, pure HTML",Online Videos
+5/9/2025 9:19:02,0 to 1 year,Engineer/Developer/IT/Data Scientist,India,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,GPT Engineer App,"GPT-Engineer, V0.dev","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",Cannot build mobile apps,"React, Express, Node.js, JavaScript, HTML5, Git, Typescript, Progressive Web Apps (PWAs), Firebase, Tailwind",React,Javascript (Node.js),Mongo Atlas,MongoDB,AWS,Yes,GitHub,Rest API,ShadCN/UI,Coding Bootcamp
+5/9/2025 11:49:16,I do not have experience in web development,Student/Educator,Ghana,Combine manual coding with no-/low-code or AI-generated methods,I would not start a web app by writing code,Github Copilot,Flatlogic Platform,Flatlogic AI Generator,I don't use AI-powered app generators,"AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Poor code quality (bugs, hallucinations)","JavaScript, Django, SQL",Angular,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Google Cloud,No,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",AI (talk with AI)
+5/9/2025 18:18:14,I do not have experience in web development,Engineer/Developer/IT/Data Scientist,United States,Combine manual coding with no-/low-code or AI-generated methods,I would not start a web app by writing code,I do not start web app by writing code,I have not used any of these,"Bolt AI, And I just starting to explore others like Flatlogic etc","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","I see no major problems - all good! (Positive response), I have not used enough yet, but I believe that AI built custom s/w will increase overall productivity of organization and reduce IT costs too! ","Responsive Web Design, CRUD, JavaScript, SQL","Not applicable, since I would not write code myself","Not applicable, since I would not write code myself","Depends - if app is not responsive then I would manage and write database queries myself, otherwise I would be database agnostic",Oracle,I would prefer the host that has the best integration with the development platform,Yes,GitHub,depends on the application,don't know but maybe defer to the AI app development platform - what is important is that the app be responsive,AI (talk with AI)
+5/9/2025 19:24:23,5 to 10 years,Engineer/Developer/IT/Data Scientist,South Africa,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I do not use AI-powered coding assistants,"I would not use low-code or no-code tools, ",Bolt AI,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Security and reliability risks, Limited customization for complex apps, Cannot build mobile apps, Weak integrations (databases, auth, hosting)","Node.js, Typescript, Next.js, REST API, JSON, Tailwind, Git, SQL, React, AI",React,Javascript (Node.js),Firebase,SQL Server,Vercel,Yes,GitHub,Rest API,Tailwind CSS,Online Videos
+5/9/2025 21:46:04,I do not have experience in web development,Prefer not to answer,India,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")",I would not start a web app by writing code,I do not start web app by writing code,Flatlogic Platform,Flatlogic AI Generator,I don't use AI-powered app generators,I see no major problems - all good! (Positive response),NoSQL,Angular,C#,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),I would not self-manage database,I would not host the app myself,"No, but I am planning to use it",Self-hosted solution (like Gitea),"I am not familiar with the term ""API""","No library, pure HTML",AI (talk with AI)
+5/10/2025 10:06:32,I do not have experience in web development,Engineer/Developer/IT/Data Scientist,United Arab Emirates,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I do not start web app by writing code,Softr,GPT-Pilot,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, AI loses context easily, Limited customization for complex apps, Hard to maintain or scale, Weak integrations (databases, auth, hosting)","Next.js, REST API, Docker, Angular, JSON, Node.js",React,"Not applicable, since I would not write code myself",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,I would not host the app myself,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+5/10/2025 11:21:27,3 to 5 years,Student/Educator,Sierra Leone,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,Wix,"GPT-Engineer, GPT-Pilot","Level 1: Simple static websites (HTML/CSS, minimal or no JS)",Security and reliability risks,"JavaScript, Django, SQL, AI, JSON, Continuous Integration/Continuous Deployment (CI/CD), CSS3, Git, Typescript, HTML5","Not applicable, since I would not write code myself",Python,Firebase,I would not self-manage database,Google Cloud,Yes,GitHub,Rest API,Vuetify,Books
+5/10/2025 21:50:54,I do not have experience in web development,Student/Educator,Bosnia and Herzegovina,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")",I would not start a web app by writing code,I do not start web app by writing code,"I would not use low-code or no-code tools, Bubble, Flatlogic Platform, Retool","Bolt AI, Flatlogic AI Generator","Level 1: Simple static websites (HTML/CSS, minimal or no JS)","High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps",AI,"Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Supabase,I would not self-manage database,I would not host the app myself,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",AI (talk with AI)
+5/11/2025 3:44:09,0 to 1 year,Engineer/Developer/IT/Data Scientist,Iran,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,I would not use low-code or no-code tools,I would not use any of these tools,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)",AI loses context easily,Continuous Integration/Continuous Deployment (CI/CD),React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Google Cloud,Yes,GitHub,"I am not familiar with the term ""API""",Ant Design,Coding Bootcamp
+5/11/2025 8:19:53,5 to 10 years,Decision Maker (CEO/Founder/Executive),Bangladesh,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"I would not use low-code or no-code tools, Bubble, Bettyblocks, Backendless, Bildr, Bravo Studio, Creatio, Carrd, Directus, Draftbit, DronaHQ, Flatlogic Platform, FlutterFlow, GPT Engineer App","Bolt AI, Co.dev, Create.xyz","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Cannot build mobile apps","AJAX, Tailwind, DevOps, Webpack, Node.js, Django",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,Gitlab,Rest API,Chakra UI,AI (talk with AI)
+5/11/2025 8:51:17,3 to 5 years,Student/Educator,India,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,"Bubble, Caspio, FlutterFlow, GPT Engineer App, Power Apps (Microsoft)","Co.dev, GPT-Engineer, GPT-Pilot, Lovable, Replit AI","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, Limited customization for complex apps, Builds technical debt quickly","HTML5, CRUD, REST API, Firebase, JavaScript, JSON, Next.js, Tailwind, Node.js",React,Javascript (Node.js),Firebase,MongoDB,Google Cloud,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+5/11/2025 9:43:16,0 to 1 year,Engineer/Developer/IT/Data Scientist,United States,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,WeWeb,"Bolt AI, Co.dev, Create.xyz, HeyBoss, Lovable, Marblism, Replit AI, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, High costs (tokens, hidden charges), Builds technical debt quickly","Web Components, Angular, AI, REST API, Next.js, MongoDB, Typescript, JSON, Webpack, Continuous Integration/Continuous Deployment (CI/CD)",Vue,Python,Supabase,PostgreSQL,AWS,Yes,GitHub,Rest API,ShadCN/UI,AI (talk with AI)
+5/11/2025 21:26:42,0 to 1 year,Student/Educator,Turkey,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,WordPress,"Bolt AI, Lovable, V0.dev","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)",Limited customization for complex apps,"Nuxt.js, AI, Tailwind, JavaScript, SQL, React, Bootstrap, Firebase, Laravel, Node.js",React,Javascript (Node.js),Azure MySQL,MySQL,Digital Ocean,"No, but I am planning to use it",Self-hosted solution (like Gitea),"I am not familiar with the term ""API""",Tailwind CSS,AI (talk with AI)
+5/12/2025 9:58:58,3 to 5 years,Student/Educator,Australia,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)","Claude, DeepSeek, Perplexity, ChatGBT","Directus, Flatlogic Platform, Notion, WeWeb, React","Flatlogic AI Generator, Memex Tech","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","High costs (tokens, hidden charges), Limited customization for complex apps, A lack of both options and more intuitive UI and UX to design, develop, deploy both web-based and desktop-based (cross-platform) applications.","JSON, REST API, React, Vue.js, AI, JavaScript, Node.js, Bootstrap, NoSQL, SQL",React,Node.js and REST API,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Tailwind CSS,Combination of online courses with project-based learning and a reliable AI tool as an assistance.
+5/12/2025 16:16:57,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),Saudi Arabia,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Cursor IDE,"WordPress, Wix",Bolt AI,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting), Builds technical debt quickly","AI, Firebase, JavaScript, Bootstrap, HTML5, Nuxt.js, Progressive Web Apps (PWAs), Continuous Integration/Continuous Deployment (CI/CD), Vibe Coding",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Vercel,Yes,GitHub,Rest API,ShadCN/UI,Online Videos
+5/12/2025 18:13:30,3 to 5 years,Engineer/Developer/IT/Data Scientist,South Africa,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,"Bubble, Flatlogic Platform, FlutterFlow, Retool, WordPress, Webflow","Bolt AI, Flatlogic AI Generator, Lovable, Replit AI, Replit (Agent), V0.dev","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","Node.js, React, Firebase, Typescript, Express, SQL, JavaScript, Continuous Integration/Continuous Deployment (CI/CD), Git, Next.js",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,PostgreSQL,Vercel,Yes,GitHub,Rest API,ShadCN/UI,AI (talk with AI)
+5/12/2025 19:20:10,1 to 3 years,Student/Educator,Greece,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Bubble, Carrd, Flatlogic Platform, Wix",I would not use any of these tools,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","High costs (tokens, hidden charges)","REST API, Angular, Django, DevOps, Node.js, JavaScript, Git, HTML5, SQL, AI",Angular,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MongoDB,Google Cloud,Yes,GitHub,Rest API,Bootstrap,University
+5/13/2025 1:08:17,1 to 3 years,Administrative (HR/Accounting/etc.),South Africa,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Google Studio Bot,"Flatlogic Platform, FlutterFlow, WordPress, Webflow, Wix","Bolt AI, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, High costs (tokens, hidden charges), Limited customization for complex apps","Typescript, JSON, Web Components, Responsive Web Design, SQL, AI, JavaScript, Node.js, React, Vibe Coding",React,Javascript (Node.js),Firebase,MySQL,Google Cloud,Yes,GitHub,Remote Procedure Call (RPC),Tailwind CSS,AI (talk with AI)
+5/13/2025 4:00:12,1 to 3 years,Prefer not to answer,Canada,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use a free template (e.g. from GitHub)",AskCodi,I would not use low-code or no-code tools,I would not use any of these tools,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)","High costs (tokens, hidden charges)","Bootstrap, JavaScript, AI, CRUD, SQL, Web Components, jQuery, REST API",No framework,C#,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,I would not host the app myself,Yes,GitHub,Rest API,Bootstrap,AI (talk with AI)
+5/13/2025 10:05:51,3 to 5 years,UI/UX Designer,India,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",I do not use AI-powered coding assistants,"Bubble, GPT Engineer App, WordPress, Wix, Zoho Creator","Co.dev, GPT-Pilot, Probz AI","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, High costs (tokens, hidden charges), Limited customization for complex apps, Weak integrations (databases, auth, hosting)","MongoDB, Angular, Git, CRUD, DevOps, Typescript, CSS3, AJAX, Bootstrap, SQL",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Cloudflare,Yes,GitHub,Rest API,Bootstrap,Online Videos
+5/13/2025 15:01:08,0 to 1 year,Engineer/Developer/IT/Data Scientist,Russia,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",Github Copilot,GPT Engineer App,GPT-Engineer,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting)","Web Components, SQL, Docker, JavaScript, React, HTML5, REST API, CSS3, Progressive Web Apps (PWAs), AI",Ember.js,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,I would not host the app myself,Yes,GitHub,"I am not familiar with the term ""API""",Tailwind CSS,Coding Bootcamp
+5/13/2025 22:16:43,1 to 3 years,Student/Educator,Morocco,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,WordPress,"Bolt AI, Replit AI, Replit (Agent)","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",Security and reliability risks,"CSS3, Next.js, Node.js, Typescript, REST API, CRUD, JavaScript, Vue.js, Git, SQL",Vue,Javascript (Node.js),Mongo Atlas,MongoDB,AWS,Yes,Self-hosted solution (like Gitea),Rest API,Material UI,School
+5/14/2025 8:32:00,I do not have experience in web development,Prefer not to answer,Bangladesh,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,I would not use low-code or no-code tools,Lovable,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)",AI loses context easily,Webpack,No framework,Javascript (Node.js),Spreadsheets,Spreadsheet,google apps script,Yes,GitHub,"I am not familiar with the term ""API""","No library, pure HTML",Coding Bootcamp
+5/14/2025 10:22:22,1 to 3 years,Engineer/Developer/IT/Data Scientist,Canada,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a paid template (e.g. from Themeforest)",Github Copilot,Bubble,Smol Developer,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Poor code quality (bugs, hallucinations)",Progressive Web Apps (PWAs),Svelte,Python,Firebase,PostgreSQL,Heroku,"No, but I am planning to use it",Self-hosted solution (like Gitea),Remote Procedure Call (RPC),Material UI,Online Videos
+5/14/2025 15:49:05,I do not have experience in web development,Student/Educator,Ecuador,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",no se programar,no sabria,Lovable,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",I see no major problems - all good! (Positive response),no se,no se,no se,no sabria,no se,donde se me recomiende,Se me a hecho dificil,no sabria,no tengo,no se,AI (talk with AI)
+5/14/2025 22:05:53,0 to 1 year,Student/Educator,Uganda,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cline,"Bubble, Bravo Studio, FlutterFlow, GPT Engineer App, Quickbase","Bolt AI, GPT-Pilot, Smol Developer, Replit AI","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",Hard to maintain or scale,"REST API, Git, React, AI, SQL, Tailwind",React,Javascript (Node.js),Firebase,SQL Server,Heroku,Yes,GitHub,"I am not familiar with the term ""API""",Tailwind CSS,Online Courses
+5/15/2025 2:48:39,More than 10 years,Decision Maker (CEO/Founder/Executive),United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Windsurf and Claude 3.7,WordPress,Windsurf and Claude 3.7,I don't use AI-powered app generators,"Security and reliability risks, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Builds technical debt quickly","Next.js, HTML5, Responsive Web Design, DevOps, SQL, CRUD",No framework,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Google Cloud,Yes,GitHub,Rest API,"No library, pure HTML",AI (talk with AI)
+5/15/2025 3:40:23,5 to 10 years,Sales/Marketing,Japan,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",Cursor IDE,I would not use low-code or no-code tools,Cursor,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, Poor code quality (bugs, hallucinations), Builds technical debt quickly","JSON, CRUD, JavaScript, AI, Vibe Coding, Git, Continuous Integration/Continuous Deployment (CI/CD)",React,Python,Supabase,I would not self-manage database,Vercel,Yes,GitHub,FastAPI,ShadCN/UI,Vibe Code and learn on the job
+5/15/2025 4:53:44,I do not have experience in web development,I'm just a guy with an app idea,United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,GPT Engineer App,Flatlogic AI Generator,I don't use AI-powered app generators,Security and reliability risks,Web Components,"Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),I would not self-manage database,I would not host the app myself,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",Online Videos
+5/15/2025 5:01:14,I do not have experience in web development,Engineer/Developer/IT/Data Scientist,United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"Notion, Power Apps (Microsoft), Wix",GPT-Pilot,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)","AI loses context easily, Poor code quality (bugs, hallucinations), Hard to maintain or scale","React, Git",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),Oracle,Google Cloud,Yes,GitHub,"I am not familiar with the term ""API""","No library, pure HTML",Coding Bootcamp
+5/15/2025 13:56:43,More than 10 years,Decision Maker (CEO/Founder/Executive),United States,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",a combination of frameworks / technologies,I would not use low-code or no-code tools,V0.dev,I don't use AI-powered app generators,"AI loses context easily, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Builds technical debt quickly","NoSQL, Continuous Integration/Continuous Deployment (CI/CD), SQL, DevOps, Node.js, AJAX, JavaScript, HTML5, Git, JSON",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MariaDB,AWS,Yes,GitHub,Rest API,"No library, pure HTML","formal training, then mentoring with senior devs"
+5/16/2025 1:17:22,5 to 10 years,Student/Educator,Antarctica,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",I do not use AI-powered coding assistants,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,"Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly, Ethics and copyright concerns of AI","HTML5, Next.js, Git, JavaScript, JSON, React, Web Components, CRUD, CSS3, SQL",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,On my own server,No,GitHub,A homemade one,"No library, pure HTML",Depends on the person
+5/16/2025 5:53:13,5 to 10 years,Engineer/Developer/IT/Data Scientist,China,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",Cursor IDE,"I would not use low-code or no-code tools, Appsmith","Flatlogic AI Generator, GPT-Engineer","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, High costs (tokens, hidden charges), Limited customization for complex apps","DevOps, Typescript, JavaScript, Tailwind, Vue.js, Next.js, Nuxt.js, React",React,Java,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,Self-hosted solution (like Gitea),Rest API,Material UI,Coding Bootcamp
+5/16/2025 12:28:39,5 to 10 years,Engineer/Developer/IT/Data Scientist,Malawi,By writing code (traditional method),I would not start a web app by writing code,ChatGPT/Open AI,I would not use low-code or no-code tools,I would not use any of these tools,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)","Security and reliability risks, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Cannot build mobile apps, Hard to maintain or scale","JSON, Git, DevOps, AJAX, REST API, JavaScript, HTML5",React,C#,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),SQL Server,AWS,Yes,Gitlab,Rest API,Bootstrap,Online Courses
+5/16/2025 18:36:49,I do not have experience in web development,Product/Project Manager,"Gambia, The","Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,"WeWeb, Webflow",I would not use any of these tools,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",Security and reliability risks,Git,React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,I would not self-manage database,I would not host the app myself,Yes,Self-hosted solution (like Gitea),Rest API,Ant Design,Coding Bootcamp
+5/17/2025 16:07:08,1 to 3 years,Engineer/Developer/IT/Data Scientist,Greece,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Bubble, Flatlogic Platform, Wix","Flatlogic AI Generator, GPT-Engineer","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","High costs (tokens, hidden charges)","Django, Bootstrap, SQL, Next.js, JavaScript, HTML5, Git, REST API, Node.js, MongoDB",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MongoDB,Netlify,Yes,GitHub,Rest API,Bootstrap,University
+5/17/2025 21:11:06,I do not have experience in web development,Student/Educator,Belarus,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I do not use AI-powered coding assistants,I would not use low-code or no-code tools,I would not use any of these tools,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)",I see no major problems - all good! (Positive response),Webpack,"Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Mongo Atlas,CouchDB,Google Cloud,Yes,GitHub,GraphQL,Ant Design,Peers or friends
+5/19/2025 2:04:02,I do not have experience in web development,Administrative (HR/Accounting/etc.),Albania,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,Retool,Bolt AI,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",AI loses context easily,"Node.js, AI, Laravel, Firebase, Vue.js, REST API, Tailwind",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),SQL Server,AWS,"No, but I am planning to use it",GitHub,Rest API,Tailwind CSS,Online Courses
+5/19/2025 15:24:45,1 to 3 years,Sales/Marketing,Poland,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"Flatlogic Platform, GPT Engineer App",Flatlogic AI Generator,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, AI loses context easily",Bootstrap,React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+5/19/2025 16:11:13,0 to 1 year,Engineer/Developer/IT/Data Scientist,Uganda,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"Budibase, WordPress, Wix",GPT-Pilot,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, High costs (tokens, hidden charges)","React, MongoDB, JavaScript, HTML5, SQL, REST API, Git, CSS3",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Google Cloud,Yes,GitHub,Rest API,Bootstrap,Peers or friends
+5/19/2025 17:04:03,I do not have experience in web development,Student/Educator,Netherlands,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,Webflow,"Create.xyz, GPT-Engineer","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Poor code quality (bugs, hallucinations)",Next.js,"Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Firebase,MySQL,Cloudflare,Yes,Self-hosted solution (like Gitea),GraphQL,Bootstrap,AI (talk with AI)
+5/20/2025 14:56:05,1 to 3 years,UI/UX Designer,Indonesia,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Codeium Windsurf,"Flatlogic Platform, FlutterFlow, GPT Engineer App, UI Bakery, Webflow","Bolt AI, Co.dev, Flatlogic AI Generator, Lovable, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting)","JavaScript, SQL, Material-UI, Node.js, AI, jQuery, Docker, Tailwind, Next.js, JSON",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Railway app,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+5/20/2025 16:32:40,More than 10 years,Decision Maker (CEO/Founder/Executive),Mexico,I would resort to professional services (hire/partner with friend/employee/agency),I would not start a web app by writing code,ChatGPT/Open AI,WordPress,"Flatlogic AI Generator, GPT-Pilot","Level 1: Simple static websites (HTML/CSS, minimal or no JS)","AI loses context easily, Poor code quality (bugs, hallucinations)","jQuery, JavaScript, Git, CSS3, Responsive Web Design, React, HTML5, JSON, Web Components",No framework,PHP,Azure MySQL,MySQL,Digital Ocean,No,GitHub,Rest API,Bootstrap,Online Courses
+5/20/2025 19:24:00,I do not have experience in web development,Prefer not to answer,Bangladesh,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",I do not use AI-powered coding assistants,I would not use low-code or no-code tools,"Bolt AI, GPT-Engineer, Lovable, Replit AI, I would not use any of these tools","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","AI loses context easily, Limited customization for complex apps, Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting)","Git, MongoDB, CSS3, REST API, Node.js, Vibe Coding, HTML5, JavaScript, Firebase",React,Javascript (Node.js),Mongo Atlas,PostgreSQL,Netlify,Yes,GitHub,Rest API,Material UI,Online Forum
+5/21/2025 18:52:23,More than 10 years,Engineer/Developer/IT/Data Scientist,Colombia,"the fastes and flexible way, if i can choose the stack would be amazing, and if there is just code review and i dont have to code, that whould be sexy","No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Github Copilot,flatlogic.app 🫶,"Flatlogic AI Generator, flatlogic.app 🫶","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","High costs (tokens, hidden charges)","Firebase, Typescript, React, REST API, CRUD, Material-UI, Docker, HTML5, Tailwind, socket.io",React,Javascript (Node.js),Firebase,MongoDB,Google Cloud,Yes,Gitlab,Rest API,Material UI,Coding
+5/21/2025 23:17:19,0 to 1 year,Decision Maker (CEO/Founder/Executive),South Africa,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)",I would not start a web app by writing code,I do not start web app by writing code,"Adalo, Bubble, Glide, Wix",famous.ai,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps",I know some of the languages but not sure how to use them. ,"Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Supabase,I would not self-manage database,Google Cloud,Yes,I am not familiar with code storage and management services.,not sure. Supabase has been recommended by Famous.ai,don't know,AI (talk with AI)
+5/22/2025 8:49:40,I do not have experience in web development,Engineer/Developer/IT/Data Scientist,China,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Appsmith, WeWeb",Bolt AI,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)",Hard to maintain or scale,AI,Vue,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Microsoft Azure,Yes,GitHub,Rest API,Bootstrap,University
+5/22/2025 22:11:05,More than 10 years,Engineer/Developer/IT/Data Scientist,United Kingdom,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",I do not start web app by writing code,I would not use low-code or no-code tools,V0.dev,I don't use AI-powered app generators,"Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting)","CSS3, Node.js, JSON, Typescript, Laravel, DevOps, Progressive Web Apps (PWAs), Vue.js, Tailwind, REST API",No framework,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,AWS,"No, but I am planning to use it",GitHub,Rest API,Bootstrap,by doing
+5/23/2025 12:02:41,3 to 5 years,Engineer/Developer/IT/Data Scientist,South Africa,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I do not use AI-powered coding assistants,Power Apps (Microsoft),"Bolt AI, Flatlogic AI Generator, GPT-Pilot","Level 1: Simple static websites (HTML/CSS, minimal or no JS)",Security and reliability risks,HTML5,React,C#,Supabase,SQL Server,AWS,Yes,Self-hosted solution (like Gitea),Rest API,Tailwind CSS,School
+5/23/2025 22:32:02,3 to 5 years,Engineer/Developer/IT/Data Scientist,Bolivia,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,I would not use low-code or no-code tools,"I would not use any of these tools, ",I don't use AI-powered app generators,Security and reliability risks,"JavaScript, Express, MongoDB, Bootstrap, HTML5, Vue.js, Git, Node.js",Vue,Javascript (Node.js),Supabase,PostgreSQL,I would not host the app myself,Yes,GitHub,Rest API,Bootstrap,Online Videos
+5/23/2025 23:46:39,I do not have experience in web development,LAND SURVEYOR,United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,Quickbase,Bolt AI,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",I see no major problems - all good! (Positive response),"Node.js, SQL, Vibe Coding, Tailwind, CSS3, Web Components, JSON, Laravel, Svelte, GraphQL",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,RAILWAY,"No, but I am planning to use it",GitHub,Rest API,Tailwind CSS,Online Courses
+5/24/2025 19:49:14,I do not have experience in web development,Product/Project Manager,Thailand,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I do not start web app by writing code,I would not use low-code or no-code tools,"Bolt AI, Flatlogic AI Generator","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Benefits experienced devs, not beginners, Weak integrations (databases, auth, hosting)","JavaScript, React, Firebase, Next.js, Tailwind, Node.js, REST API, Express, AI, MongoDB",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Firebase,I would not self-manage database,Google Cloud,"No, but I am planning to use it",GitHub,"I am not familiar with the term ""API""",Tailwind CSS,AI (talk with AI)
+5/25/2025 7:01:05,More than 10 years,UI/UX Designer,Cuba,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a paid template (e.g. from Themeforest)",Replit AI,GPT Engineer App,V0.dev,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",Limited customization for complex apps,Webpack,React,.NET,"Headless CMS (e.g. Contentful, Strapi, Sanity)",MySQL,Netlify,No,GitHub,Remote Procedure Call (RPC),Tailwind CSS,Online Forum
+5/26/2025 6:27:22,0 to 1 year,Engineer/Developer/IT/Data Scientist,Sweden,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Google Studio Bot,"AppSheet, Flatlogic Platform, WordPress","Bolt AI, Flatlogic AI Generator","Level 1: Simple static websites (HTML/CSS, minimal or no JS)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges)","Typescript, React, Next.js, Tailwind",React,Javascript (Node.js),Firebase,PostgreSQL,Cloudflare,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+5/27/2025 3:42:09,I do not have experience in web development,Prefer not to answer,United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"WordPress, WeWeb, Wix",GPT-Pilot,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","Responsive Web Design, Node.js, HTML5, JavaScript",Vue,Python,Supabase,I would not self-manage database,Google Cloud,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""",Tailwind CSS,AI (talk with AI)
+5/28/2025 14:24:18,0 to 1 year,Student/Educator,Indonesia,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I do not start web app by writing code,nothing,GPT-Pilot,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Poor code quality (bugs, hallucinations)","CRUD, SQL, jQuery, AJAX",React,Javascript (Node.js),Supabase,PostgreSQL,Cloudflare,Yes,GitHub,Rest API,"No library, pure HTML",University
+5/29/2025 7:24:52,More than 10 years,Prefer not to answer,"Korea, South",By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Amazon CodeWhisperer,I would not use low-code or no-code tools,Bolt AI,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)",Security and reliability risks,Progressive Web Apps (PWAs),React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,AWS,Yes,GitHub,Rest API,Ant Design,Online Videos
+5/30/2025 2:29:10,More than 10 years,Engineer/Developer/IT/Data Scientist,United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",I do not use AI-powered coding assistants,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,"High costs (tokens, hidden charges), Hard to maintain or scale","AI, Git, Node.js, Express, SQL, REST API, DevOps",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Digital Ocean,Yes,Gitlab,Rest API,Semantic UI,Coding Bootcamp
+5/30/2025 11:42:10,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),Macedonia,I would resort to professional services (hire/partner with friend/employee/agency),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",My CTO is in responsible for this desecion,I really don't know,same,I don't use AI-powered app generators,"Security and reliability risks, AI loses context easily, Limited customization for complex apps, Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting)","This is not my area of expertise, I don't know ","Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Azure MySQL,I would not self-manage database,Microsoft Azure,"Again - CTO decision, not mine, I don't know",I am not familiar with code storage and management services.,don't know,"again - CTO, not me",I don't know
+5/30/2025 16:47:05,More than 10 years,Engineer/Developer/IT/Data Scientist,Macedonia,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,Flatlogic Platform,Flatlogic AI Generator,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",Builds technical debt quickly,"REST API, Web Components, SQL, Laravel, CRUD",Vue,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Digital Ocean,Yes,GitHub,Rest API,Material UI,School
+5/31/2025 10:21:44,I do not have experience in web development,Student/Educator,Indonesia,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,"UI Bakery, WeWeb, Wix","GPT-Pilot, Lovable","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Limited customization for complex apps, Weak integrations (databases, auth, hosting)","Responsive Web Design, Progressive Web Apps (PWAs), Material-UI, AI, HTML5",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Heroku,Yes,GitHub,Rest API,"No library, pure HTML",School
+6/1/2025 1:12:15,More than 10 years,Product/Project Manager,Argentina,"I write code, use Cursor IDE for repetitive stuff. ",I would not start a web app by writing code,Cursor IDE,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,I have never been able to get one to work. I Answer all the questions and get crap. ,"React, Typescript, CRUD, Continuous Integration/Continuous Deployment (CI/CD), Progressive Web Apps (PWAs), SQL, Next.js, Responsive Web Design, REST API, Node.js",React,Javascript (Node.js),one of the many serverless Postgres/SQL providers. ,PostgreSQL,Google Cloud,Yes,GitHub,Rest API,No library. Pure NextJS and scss,Online Courses
+6/1/2025 16:28:30,1 to 3 years,Engineer/Developer/IT/Data Scientist,United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,"Firebase, bolt, replit, vercel","Bolt AI, Replit (Agent), V0.dev","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","High costs (tokens, hidden charges)","Vibe Coding, Responsive Web Design, Typescript, React, Node.js, Continuous Integration/Continuous Deployment (CI/CD), JSON, Firebase, Next.js, JavaScript",React,Javascript (Node.js),Firebase,I would not self-manage database,Google Cloud,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+6/1/2025 17:10:01,1 to 3 years,Student/Educator,Canada,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,Webflow,I would not use any of these tools,I don't use AI-powered app generators,I see no major problems - all good! (Positive response),Node.js,No framework,Golang,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Digital Ocean,Yes,GitHub,Rest API,"No library, pure HTML",Online Courses
+6/2/2025 2:41:42,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",GROK,I would not use low-code or no-code tools,"Lovable, GROK","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","AI loses context easily, Limited customization for complex apps, Poor code quality (bugs, hallucinations)","SQL, Node.js, JavaScript",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,not sure yet,Yes,GitHub,Rest API,dont know,AI (talk with AI)
+6/3/2025 0:41:49,0 to 1 year,Student/Educator,Madagascar,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,"AppSheet, AppGyver, Backendless, Bravo Studio, GPT Engineer App, Notion","GPT-Engineer, GPT-Pilot, Smol Developer, Memex Tech, Probz AI","Level 1: Simple static websites (HTML/CSS, minimal or no JS)","Security and reliability risks, High costs (tokens, hidden charges), Limited customization for complex apps, Poor code quality (bugs, hallucinations), I see no major problems - all good! (Positive response)","Bootstrap, AJAX, JavaScript, Vue.js, SQL, CRUD, Angular, JSON",Angular,Javascript (Node.js),Azure MySQL,MySQL,Google Cloud,Yes,GitHub,GraphQL,Bootstrap,University
+6/3/2025 11:17:24,0 to 1 year,Student/Educator,Liberia,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"AppMaster.io, Flatlogic Platform","Flatlogic AI Generator, Lovable","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, High costs (tokens, hidden charges)","JSON, Node.js, REST API, Angular, JavaScript, AI, Tailwind, Next.js, Responsive Web Design, React",React,"Not applicable, since I would not write code myself",Supabase,PostgreSQL,I would not host the app myself,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+6/3/2025 16:35:56,1 to 3 years,Student/Educator,Kenya,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"Bubble, ",Magically.life,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Cannot build mobile apps, Weak integrations (databases, auth, hosting)","Tailwind, Node.js, MongoDB, Bootstrap, HTML5, CSS3, Firebase, React, Next.js, JavaScript",React,Python,Firebase,MongoDB,Vercel,"No, but I am planning to use it",GitHub,Rest API,Bootstrap,Coding Bootcamp
+6/3/2025 18:07:49,0 to 1 year,Decision Maker (CEO/Founder/Executive),Zimbabwe,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",chatgpt,Webflow,Lovable,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)",Limited customization for complex apps,AI,"Not applicable, since I would not write code myself",vulltr,Supabase,PostgreSQL,vultr,Yes,I am not familiar with code storage and management services.,FASTAPI,Tailwind CSS,AI (talk with AI)
+6/3/2025 21:34:40,0 to 1 year,Engineer/Developer/IT/Data Scientist,Kenya,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,I would not use low-code or no-code tools,"Bolt AI, Co.dev, Create.xyz, Devin (Cognition Labs), Databutton, Flatlogic AI Generator, GPT-Engineer, GPT-Pilot, HeyBoss, Smol Developer, Lovable, Marblism, Magically.life, Memex Tech, Replit AI, Probz AI, Replit (Agent), Smol Developer, ToolJet AI, V0.dev, I would not use any of these tools","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","High costs (tokens, hidden charges)","CRUD, Next.js, React, Node.js, Bootstrap, REST API, JavaScript, JSON, jQuery, MongoDB",React,Javascript (Node.js),Firebase,I would not self-manage database,Vercel,Yes,GitHub,Rest API,ShadCN/UI,Online Videos
+6/4/2025 4:32:22,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Google Studio Bot,"Bubble, famous.ai, Rork","Bolt AI, Flatlogic AI Generator","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, Poor code quality (bugs, hallucinations), Builds technical debt quickly","AI, Next.js, Express, JSON, SQL, React, Tailwind, Typescript, JavaScript, Node.js",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,PostgreSQL,Netlify,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+6/4/2025 17:42:50,I do not have experience in web development,unemployee,Algeria,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,"Adalo, Airtable, Bubble, Budibase, Softr","Bolt AI, Create.xyz, Lovable","Level 1: Simple static websites (HTML/CSS, minimal or no JS)","AI loses context easily, High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations)","Express, Node.js, Tailwind, React, Next.js",Vue,Javascript (Node.js),Supabase,MongoDB,Vercel,Yes,GitHub,"I am not familiar with the term ""API""",Tailwind CSS,Online Videos
+6/5/2025 4:40:01,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),United States,Combine manual coding with no-/low-code or AI-generated methods,"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",gemini can get down,I would not use low-code or no-code tools,"Bolt AI, Flatlogic AI Generator, GPT-Engineer, GPT-Pilot, ToolJet AI","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",AI loses context easily,"Vibe Coding, Tailwind, Progressive Web Apps (PWAs), HTML5, DevOps",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)","Headless CMS (e.g. Contentful, Strapi, Sanity)",I would not self-manage database,Google Cloud,Yes,GitHub,Remote Procedure Call (RPC),"No library, pure HTML",self determination & a master teacher
+6/5/2025 8:43:16,1 to 3 years,Student/Educator,Burma,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"AppSheet, Flatlogic Platform","Probz AI, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","JSON, SQL, CRUD","Not applicable, since I would not write code myself",Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,I would not host the app myself,Yes,GitHub,"I am not familiar with the term ""API""",Material UI,AI (talk with AI)
+6/5/2025 11:33:59,0 to 1 year,developper self study,Algeria,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,Adalo,"Bolt AI, Lovable, V0.dev","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Weak integrations (databases, auth, hosting)","Express, Node.js, Tailwind, Next.js",React,Javascript (Node.js),Supabase,MongoDB,Vercel,Yes,GitHub,ai api ,Tailwind CSS,Online Videos
+6/5/2025 17:29:45,More than 10 years,Engineer/Developer/IT/Data Scientist,Austria,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",I do not use AI-powered coding assistants,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,"Poor code quality (bugs, hallucinations), hard to extend, maintain in the long term","HTML5, Laravel, Nuxt.js, SQL, JavaScript, Git, REST API, Vue.js, Responsive Web Design",No framework,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,my server,No,Self-hosted solution (like Gitea),Rest API,"No library, pure HTML",School
+6/5/2025 18:29:38,0 to 1 year,Sales/Marketing,United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",Manus,"Bubble, Flatlogic Platform, Notion, Softr","Bolt AI, Flatlogic AI Generator, Lovable","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","High costs (tokens, hidden charges), Limited customization for complex apps, Cannot build mobile apps, Weak integrations (databases, auth, hosting), Back end integration isn't as easy as creating the front end","Vibe Coding, JSON, AI, Tailwind, Firebase","Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Supabase,I would not self-manage database,I would not host the app myself,Yes,GitHub,"I am not familiar with the term ""API""",Tailwind CSS,AI (talk with AI)
+6/6/2025 10:08:16,I do not have experience in web development,Product/Project Manager,Kenya,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"I would not use low-code or no-code tools, Wix","Bolt AI, Flatlogic AI Generator, Lovable, Replit (Agent)","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",Limited customization for complex apps,Node.js,"Not applicable, since I would not write code myself","I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,I would not self-manage database,Netlify,Yes,GitHub,"I am not familiar with the term ""API""","No library, pure HTML",AI (talk with AI)
+6/6/2025 23:39:48,1 to 3 years,Decision Maker (CEO/Founder/Executive),United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",Cline,Notion,"Bolt AI, Create.xyz, Lovable, Replit AI, V0.dev","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","AI loses context easily, High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting)","Git, Vibe Coding, Continuous Integration/Continuous Deployment (CI/CD), Typescript, Firebase, Node.js, SQL, Progressive Web Apps (PWAs), Next.js, React",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,PostgreSQL,Vercel,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+6/7/2025 19:16:05,0 to 1 year,Decision Maker (CEO/Founder/Executive),Cyprus,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Google Studio Bot,WordPress,"Bolt AI, Flatlogic AI Generator, Lovable","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, High costs (tokens, hidden charges), Builds technical debt quickly","Bootstrap, Tailwind, CRUD, Docker, React, Laravel, Next.js, Git",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Cloudflare,"No, but I am planning to use it",GitHub,Rest API,Tailwind CSS,Peers or friends
+6/8/2025 6:45:29,1 to 3 years,Student/Educator,India,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,Flatlogic Platform,GPT-Pilot,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, AI loses context easily, Weak integrations (databases, auth, hosting), I see no major problems - all good! (Positive response)","React, CSS3, MongoDB, Express, HTML5, JavaScript, SQL, Node.js, Tailwind",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),SQL Server,Netlify,Yes,GitHub,Rest API,Tailwind CSS,Online Courses
+6/8/2025 18:55:18,I do not have experience in web development,Design Engineer,South Africa,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,Flatlogic Platform,Flatlogic AI Generator,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","High costs (tokens, hidden charges), Hard to maintain or scale","Node.js, React, HTML5, JSON, Django, Next.js, AI, CSS3, SQL, JavaScript","Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),I would not self-manage database,I would not host the app myself,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",Online Videos
+6/8/2025 23:13:55,1 to 3 years,Engineer/Developer/IT/Data Scientist,Bolivia,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,Notion,"Bolt AI, Flatlogic AI Generator, V0.dev","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","AI loses context easily, Limited customization for complex apps, Hard to maintain or scale","REST API, Typescript, Tailwind, Node.js, Git, Express, SQL, JSON, React",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Vercel,"No, but I am planning to use it",GitHub,Rest API,Tailwind CSS,Online Courses
+6/9/2025 5:00:39,0 to 1 year,UI/UX Designer,Italy,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,Bubble,"Bolt AI, Create.xyz, GPT-Engineer, GPT-Pilot, HeyBoss, Lovable, Replit AI, ToolJet AI, V0.dev","Level 1: Simple static websites (HTML/CSS, minimal or no JS)","Security and reliability risks, Limited customization for complex apps, Cannot build mobile apps, Weak integrations (databases, auth, hosting)","MongoDB, Django, Tailwind, Docker, Laravel, Responsive Web Design, Babel, Typescript, Git, AI",Vue,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Ant Design,AI (talk with AI)
+6/9/2025 15:18:42,More than 10 years,Decision Maker (CEO/Founder/Executive),Nigeria,I would resort to professional services (hire/partner with friend/employee/agency),"Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,WordPress,Flatlogic AI Generator,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",Hard to maintain or scale,"Web Components, HTML5, Responsive Web Design, Typescript, MongoDB, React, JSON, Node.js, Git, Tailwind",React,Javascript (Node.js),Mongo Atlas,MySQL,Microsoft Azure,Yes,GitHub,Rest API,Tailwind CSS,Coding Bootcamp
+6/10/2025 11:41:52,I do not have experience in web development,Prefer not to answer,Malawi,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,"Flatlogic Platform, Glide, WordPress, Webflow, Wix","Flatlogic AI Generator, GPT-Engineer, GPT-Pilot, Lovable, Magically.life, Replit AI, Replit (Agent), V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, High costs (tokens, hidden charges)","Bootstrap, Django, AI, REST API, SQL, React, Jamstack, Responsive Web Design, Angular, Git",Angular,C#,Firebase,MongoDB,Google Cloud,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""",Bootstrap,University
+6/10/2025 13:04:31,1 to 3 years,Product/Project Manager,United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",I do not use AI-powered coding assistants,"Airtable, Flatlogic Platform, WordPress, Webflow",Flatlogic AI Generator,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",AI loses context easily,"HTML5, JavaScript, Next.js, React, Node.js",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Google Cloud,Yes,GitHub,Rest API,Bootstrap,Online Courses
+6/11/2025 11:01:49,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),South Africa,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Codeium Windsurf,"Airtable, AppSheet, FlutterFlow, Notion, Softr","Bolt AI, Flatlogic AI Generator, Lovable","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Cannot build mobile apps, Weak integrations (databases, auth, hosting)","Next.js, React, Docker, Web Components, Firebase, JavaScript, HTML5, REST API, CRUD, MongoDB",React,Python,Supabase,CouchDB,Vercel,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+6/11/2025 11:02:45,More than 10 years,Engineer/Developer/IT/Data Scientist,Armenia,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,"Budibase, Directus, Flatlogic Platform, FlutterFlow, Glide","Flatlogic AI Generator, GPT-Engineer, GPT-Pilot, Lovable, Replit AI, Probz AI","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, I see no major problems - all good! (Positive response)","DevOps, Next.js, AI, Express, SQL, Git, Django, jQuery, MongoDB, Jamstack",React,C#,Firebase,MongoDB,Google Cloud,Yes,GitHub,Rest API,Bootstrap,University
+6/11/2025 13:39:00,3 to 5 years,Prefer not to answer,United States,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I do not start web app by writing code,Bravo Studio,Flatlogic AI Generator,I don't use AI-powered app generators,"I see no major problems - all good! (Positive response), ",MongoDB,React,Java,Firebase,SQL Server,Google Cloud,Yes,GitHub,Rest API,Tailwind CSS,School
+6/11/2025 17:06:13,3 to 5 years,Engineer/Developer/IT/Data Scientist,Morocco,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,I would not use low-code or no-code tools,Bolt AI,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps","Typescript, CRUD, Bootstrap, Next.js, React, Git, SQL, JavaScript, Material-UI",React,.NET,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),SQL Server,Microsoft Azure,Yes,GitHub,Rest API,Tailwind CSS,Coding Bootcamp
+6/13/2025 3:25:48,5 to 10 years,Product/Project Manager,Indonesia,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,I would not use low-code or no-code tools,Bolt AI,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)",Security and reliability risks,"jQuery, AJAX",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Cloudflare,Yes,GitHub,Rest API,Ant Design,AI (talk with AI)
+6/13/2025 10:34:07,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),Nigeria,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",i have no idea,Flatlogic Platform,Flatlogic AI Generator,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","High costs (tokens, hidden charges)",Vibe Coding,"Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Supabase,I would not self-manage database,I would not host the app myself,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",University
+6/13/2025 12:48:02,More than 10 years,Engineer/Developer/IT/Data Scientist,Lesotho,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Codeium Windsurf,"Adalo, Airtable, Glide, Retool, WordPress","Bolt AI, Lovable, V0.dev, Windsurf","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations), Hard to maintain or scale, Builds technical debt quickly","Node.js, Progressive Web Apps (PWAs), Git, Bootstrap, HTML5, CRUD, React, AJAX, JSON, Vibe Coding",React,Javascript (Node.js),Supabase,MySQL,Digital Ocean,Yes,GitHub,Rest API,Tailwind CSS,Online Courses
+6/16/2025 15:13:29,0 to 1 year,Decision Maker (CEO/Founder/Executive),France,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Google Studio Bot,"Airtable, Bubble, Flatlogic Platform, FlutterFlow, Notion","Bolt AI, Flatlogic AI Generator, Lovable, Claude sonnet","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Security and reliability risks, High costs (tokens, hidden charges), Limited customization for complex apps, Poor code quality (bugs, hallucinations), Builds technical debt quickly","SQL, Vue.js, React, Node.js",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MongoDB,AWS,Yes,GitHub,Rest API,Material UI,Online Forum
+6/16/2025 16:19:23,5 to 10 years,Sales/Marketing,Brazil,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Bubble, Flatlogic Platform, FlutterFlow, WordPress","Bolt AI, Lovable","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","AI loses context easily, Hard to maintain or scale, Builds technical debt quickly","Next.js, Vue.js, Laravel, Material-UI, Progressive Web Apps (PWAs), Bootstrap, REST API",Vue,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,PostgreSQL,Netlify,Yes,GitHub,Rest API,Bootstrap,Online Videos
+6/16/2025 16:20:14,5 to 10 years,Engineer/Developer/IT/Data Scientist,United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a paid template (e.g. from Themeforest)",Cursor IDE,I would not use low-code or no-code tools,I would not use any of these tools,I don't use AI-powered app generators,I see no major problems - all good! (Positive response),"Typescript, React, Continuous Integration/Continuous Deployment (CI/CD), JavaScript, CRUD, Vue.js, Django, GraphQL, jQuery, Tailwind",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Material UI,Online Courses
+6/16/2025 16:36:51,1 to 3 years,Engineer/Developer/IT/Data Scientist,Vietnam,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,"Bubble, GPT Engineer App","Bolt AI, Co.dev, Create.xyz, Devin (Cognition Labs), Databutton, Flatlogic AI Generator, GPT-Engineer, GPT-Pilot, HeyBoss, Smol Developer, Lovable, Marblism, Magically.life, Memex Tech, Replit AI, Probz AI, Replit (Agent), Smol Developer, ToolJet AI, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Cannot build mobile apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","JavaScript, Material-UI, JSON, Node.js, Continuous Integration/Continuous Deployment (CI/CD), Webpack, Express, MongoDB, Responsive Web Design, Next.js",React,Javascript (Node.js),Mongo Atlas,MongoDB,Vercel,Yes,GitHub,Rest API,Material UI,Online Forum
+6/16/2025 18:10:04,5 to 10 years,Engineer/Developer/IT/Data Scientist,Sweden,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"AppSheet, WordPress","Bolt AI, Flatlogic AI Generator","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, High costs (tokens, hidden charges)","Vue.js, AI, Next.js, Bootstrap, REST API, SQL, Typescript, React, Tailwind, Django",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Cloudflare,Yes,GitHub,GraphQL,Bootstrap,Online Courses
+6/16/2025 20:59:46,3 to 5 years,Engineer/Developer/IT/Data Scientist,India,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Airtable, Bildr, Bravo Studio","Bolt AI, Lovable","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, High costs (tokens, hidden charges)","JavaScript, Nuxt.js",React,Java,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Google Cloud,Yes,GitHub,Rest API,Semantic UI,AI (talk with AI)
+6/17/2025 2:51:36,3 to 5 years,UI/UX Designer,Portugal,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a paid template (e.g. from Themeforest)",I do not use AI-powered coding assistants,"FlutterFlow, WordPress",Bolt AI,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges)","Node.js, MongoDB, Angular, Tailwind, Firebase, CSS3, CRUD, Laravel, Next.js, REST API",React,Python,Mongo Atlas,MongoDB,Vercel,Yes,GitHub,Rest API,Tailwind CSS,Online Videos
+6/17/2025 3:45:23,5 to 10 years,Engineer/Developer/IT/Data Scientist,Brazil,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",Github Copilot,I would not use low-code or no-code tools,GPT-Pilot,I don't use AI-powered app generators,"High costs (tokens, hidden charges)","Responsive Web Design, JSON, AJAX, Git, Node.js, REST API, Vue.js, Docker, JavaScript, Django",Vue,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Render,Yes,GitHub,Rest API,Bootstrap,Online Courses
+6/17/2025 4:57:22,I do not have experience in web development,Student/Educator,Argentina,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Airtable, Bubble, Flatlogic Platform, Glide","Bolt AI, Co.dev, Flatlogic AI Generator, Lovable, Replit AI","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","High costs (tokens, hidden charges), Limited customization for complex apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting)","Node.js, JavaScript, NoSQL, SQL","Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Supabase,I would not self-manage database,I would not host the app myself,Yes,GitHub,"I am not familiar with the term ""API""","No library, pure HTML",Online Courses
+6/17/2025 7:31:58,1 to 3 years,Engineer/Developer/IT/Data Scientist,India,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,I would not use low-code or no-code tools,Bolt AI,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting), Builds technical debt quickly","Vibe Coding, Next.js",React,Golang,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+6/17/2025 11:50:19,1 to 3 years,Engineer/Developer/IT/Data Scientist,India,Combine manual coding with no-/low-code or AI-generated methods,"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Cursor IDE,"Bubble, Flatlogic Platform, Notion, WeWeb, Wix, Zoho Creator","Bolt AI, Devin (Cognition Labs), GPT-Pilot, Lovable, Replit AI, Replit (Agent), V0.dev","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps","Responsive Web Design, React, Django, CSS3, REST API, Express, Docker, Next.js, Bootstrap, Tailwind",React,Python,Supabase,PostgreSQL,Vercel,Yes,GitHub,Rest API,Tailwind CSS,Coding Bootcamp
+6/17/2025 20:21:20,More than 10 years,Engineer/Developer/IT/Data Scientist,India,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",ChatGPT/Open AI,"Power Apps (Microsoft), copilot",copilot,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","High costs (tokens, hidden charges)","HTML5, REST API, Bootstrap, AJAX, AI, CSS3, jQuery, Angular, Docker, CRUD",Angular,Java,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Google Cloud,"No, but I am planning to use it",GitHub,Rest API,Bootstrap,AI (talk with AI)
+6/17/2025 21:55:27,0 to 1 year,Student/Educator,Philippines,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",I do not use AI-powered coding assistants,Flatlogic Platform,"Flatlogic AI Generator, Lovable, V0.dev","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, AI loses context easily, Benefits experienced devs, not beginners, Limited customization for complex apps, Cannot build mobile apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","Continuous Integration/Continuous Deployment (CI/CD), Progressive Web Apps (PWAs), Git, Ruby on Rails, SQL, Firebase, GraphQL, AI, Node.js, Django",React,Python,Firebase,MySQL,Google Cloud,"No, but I am planning to use it",GitHub,Rest API,Tailwind CSS,Online Courses
+6/18/2025 9:01:48,I do not have experience in web development,Student/Educator,Bangladesh,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",Github Copilot,I would not use low-code or no-code tools,I would not use any of these tools,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)",I see no major problems - all good! (Positive response),"Progressive Web Apps (PWAs), Responsive Web Design",No framework,C#,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,I would not host the app myself,No,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""",Bootstrap,Online Courses
+6/18/2025 11:03:23,I do not have experience in web development,Student/Educator,Zambia,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Google Studio Bot,"AppSheet, Bubble, Bravo Studio, Caspio, DronaHQ, GPT Engineer App","GPT-Engineer, GPT-Pilot, Replit AI, Probz AI, Replit (Agent)",I don't use AI-powered app generators,Security and reliability risks,"HTML5, SQL, Node.js, JavaScript, Laravel, React, Bootstrap, Tailwind, AI, Continuous Integration/Continuous Deployment (CI/CD)","Not applicable, since I would not write code myself",Javascript (Node.js),Firebase,CouchDB,Google Cloud,Yes,GitHub,Rest API,Semantic UI,Peers or friends
+6/18/2025 11:30:02,0 to 1 year,Engineer/Developer/IT/Data Scientist,Morocco,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",augment,Notion,"Bolt AI, Lovable, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, Limited customization for complex apps, Builds technical debt quickly","HTML5, SQL, Web Components, REST API, Next.js, React, Vibe Coding, Git, Typescript, JavaScript",React,Java,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Microsoft Azure,No,Gitlab,Rest API,Material UI,AI (talk with AI)
+6/18/2025 12:28:24,1 to 3 years,Engineer/Developer/IT/Data Scientist,India,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",Cursor IDE,"Airtable, Bubble, FlutterFlow, Softr, Webflow","Devin (Cognition Labs), Flatlogic AI Generator, GPT-Engineer, Replit (Agent)","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, Limited customization for complex apps","Node.js, SQL, AI, JSON",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,I would not host the app myself,Yes,GitHub,Rest API,Material UI,Online Videos
+6/18/2025 12:44:04,1 to 3 years,Engineer/Developer/IT/Data Scientist,Brazil,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Codeium Windsurf,Softr,Replit AI,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, High costs (tokens, hidden charges), Limited customization for complex apps, Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting)","Express, React, Firebase, SQL, Node.js, JavaScript, Svelte, Tailwind",React,Javascript (Node.js),Supabase,PostgreSQL,Vercel,Yes,GitHub,Rest API,Tailwind CSS,Coding Bootcamp
+6/18/2025 13:22:19,0 to 1 year,Student/Educator,Turkey,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Codeium,AppSheet,"GPT-Engineer, GPT-Pilot, Lovable, Replit AI, Replit (Agent)","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Cannot build mobile apps, Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting), Builds technical debt quickly","AJAX, React, Next.js, Vue.js, Tailwind, Responsive Web Design, Git, JSON, Express",React,Javascript (Node.js),Supabase,PostgreSQL,Vercel,Yes,GitHub,GraphQL,Tailwind CSS,AI (talk with AI)
+6/18/2025 14:03:12,I do not have experience in web development,Prefer not to answer,India,Combine manual coding with no-/low-code or AI-generated methods,"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",ChatGPT/Open AI,"Flatlogic Platform, GPT Engineer App, Power Apps (Microsoft), WordPress, WeWeb","Flatlogic AI Generator, GPT-Engineer, GPT-Pilot","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",I see no major problems - all good! (Positive response),AI,"Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Don't know ,MySQL,AWS,"No, but I am planning to use it",I am not familiar with code storage and management services.,Remote Procedure Call (RPC),Don't know ,AI (talk with AI)
+6/18/2025 14:03:37,I do not have experience in web development,Administrative (HR/Accounting/etc.),Ethiopia,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Airtable, AppSheet, AppMaster.io, Zoho Creator",Flatlogic AI Generator,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","High costs (tokens, hidden charges)",Continuous Integration/Continuous Deployment (CI/CD),No framework,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Google Cloud,Yes,GitHub,Remote Procedure Call (RPC),Material UI,Online Forum
+6/18/2025 14:26:07,I do not have experience in web development,Student/Educator,India,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Blackbox Al,I would not use low-code or no-code tools,"Flatlogic AI Generator, GPT-Pilot","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations)","Git, Bootstrap, Node.js, CSS3, REST API, JavaScript, AI, React, HTML5",React,Python,Firebase,MongoDB,Vercel,Yes,GitHub,Rest API,ShadCN/UI,Online Courses
+6/18/2025 15:06:25,More than 10 years,Product/Project Manager,India,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"Flatlogic Platform, FlutterFlow","Flatlogic AI Generator, Replit AI","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Hard to maintain or scale","jQuery, HTML5, JavaScript, Progressive Web Apps (PWAs), Jamstack, Typescript, Laravel, CSS3, Bootstrap, Angular",Angular,Java,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Bootstrap,Online Videos
+6/18/2025 15:23:43,1 to 3 years,Student/Educator,India,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,"AppGyver, FlutterFlow, Notion, WordPress, Wix","Bolt AI, Databutton, Lovable, Replit AI, Replit (Agent), V0.dev, cursor, youware, windsurf, trae","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Cannot build mobile apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale","CSS3, Django, Tailwind, Git, HTML5, Node.js, REST API, JavaScript, React, Firebase",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,PostgreSQL,AWS,Yes,GitHub,Rest API,ShadCN/UI,AI (talk with AI)
+6/18/2025 15:38:02,0 to 1 year,Student/Educator,India,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,Airtable,Replit AI,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",I see no major problems - all good! (Positive response),Progressive Web Apps (PWAs),Ember.js,Javascript (Node.js),"Headless CMS (e.g. Contentful, Strapi, Sanity)",MySQL,AWS,"No, but I am planning to use it",GitHub,GraphQL,Bootstrap,Coding Bootcamp
+6/18/2025 18:17:02,More than 10 years,Decision Maker (CEO/Founder/Executive),Thailand,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")",I would not start a web app by writing code,Databutton,"Make, Databutton, Replit, Taskmagic, zerowork","Databutton, Flatlogic AI Generator, Replit AI","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",The main tool I use is Databutton - I have unlimited but is not cheap,"Node.js, CSS3, JSON, Vibe Coding, Firebase, REST API, JavaScript, Tailwind, React, AI",React,Firebase - Python,Firebase,SQL Server,Google Cloud,Yes,GitHub,Rest API,ShadCN/UI,Coding Bootcamp
+6/18/2025 18:18:09,3 to 5 years,Engineer/Developer/IT/Data Scientist,Morocco,"I code mannually with the help of claude, most code is claude I am just revieing and debugging",I would not start a web app by writing code,claude sonnet 4,I would not use low-code or no-code tools,"Bolt AI, Lovable, Replit (Agent), V0.dev","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Benefits experienced devs, not beginners, Limited customization for complex apps, Poor code quality (bugs, hallucinations), I see no major problems - all good! (Positive response)","CRUD, React, Git, JSON, REST API, AI, Node.js, SQL, Docker, Vibe Coding",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Vercel,Yes,GitHub,Rest API,Chakra UI,Peers or friends
+6/18/2025 20:22:59,5 to 10 years,Engineer/Developer/IT/Data Scientist,"Congo, Democratic Republic of the",Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a paid template (e.g. from Themeforest)",Cursor IDE,I would not use low-code or no-code tools,"Flatlogic AI Generator, GPT-Pilot","Level 1: Simple static websites (HTML/CSS, minimal or no JS)","AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Cannot build mobile apps, Hard to maintain or scale, Weak integrations (databases, auth, hosting)","Laravel, Responsive Web Design, CRUD, HTML5, React, Tailwind, REST API, Webpack, Bootstrap, SQL",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Vercel,Yes,GitHub,Rest API,Tailwind CSS,Online Courses
+6/18/2025 20:38:35,0 to 1 year,Prefer not to answer,Mexico,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Flatlogic Platform, GPT Engineer App",I would not use any of these tools,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, High costs (tokens, hidden charges), Weak integrations (databases, auth, hosting), Builds technical debt quickly","Git, React, CSS3, Typescript, Progressive Web Apps (PWAs), Continuous Integration/Continuous Deployment (CI/CD), Babel, HTML5, Docker","Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Firebase,Oracle,Microsoft Azure,Yes,GitHub,"I am not familiar with the term ""API""",Bootstrap,AI (talk with AI)
+6/19/2025 6:26:19,0 to 1 year,Student/Educator,India,Combine manual coding with no-/low-code or AI-generated methods,"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",I do not use AI-powered coding assistants,"Flatlogic Platform, FlutterFlow, Power Apps (Microsoft), Zoho Creator","Bolt AI, Flatlogic AI Generator, GPT-Engineer, Lovable","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","High costs (tokens, hidden charges), Limited customization for complex apps, Hard to maintain or scale, Weak integrations (databases, auth, hosting)","Git, Bootstrap, Firebase, HTML5, Node.js, Django, SQL, JavaScript, MongoDB, DevOps",React,"Not applicable, since I would not write code myself",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MongoDB,Google Cloud,"No, but I am planning to use it",GitHub,Rest API,Bootstrap,Online Videos
+6/19/2025 6:52:45,1 to 3 years,Engineer/Developer/IT/Data Scientist,India,By writing code (traditional method),"Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,AppMaster.io,Bolt AI,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)",Limited customization for complex apps,"Web Components, HTML5, Continuous Integration/Continuous Deployment (CI/CD), Git, AJAX, JavaScript, JSON, Node.js, Bootstrap, jQuery",React,Java,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Heroku,Yes,GitHub,Rest API,Bootstrap,Online Videos
+6/19/2025 11:07:13,0 to 1 year,Prefer not to answer,Philippines,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",I do not use AI-powered coding assistants,Flatlogic Platform,"Bolt AI, Flatlogic AI Generator, Lovable, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Hard to maintain or scale, Builds technical debt quickly","GraphQL, Firebase, Progressive Web Apps (PWAs), SQL, Django, React, Node.js, HTML5, Ruby on Rails, Git",React,Python,Firebase,MySQL,Google Cloud,"No, but I am planning to use it",GitHub,Rest API,Material UI,Books
+6/19/2025 11:18:07,More than 10 years,Prefer not to answer,Kenya,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I do not use AI-powered coding assistants,I would not use low-code or no-code tools,"Replit AI, Replit (Agent)","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, High costs (tokens, hidden charges)","JavaScript, CSS3, React, Firebase",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Firebase,I would not self-manage database,Google Cloud,Yes,GitHub,Firebase,Ant Design,Coding Bootcamp
+6/19/2025 12:20:31,3 to 5 years,Student/Educator,Cambodia,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,I would not use low-code or no-code tools,Bolt AI,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Weak integrations (databases, auth, hosting)","Git, Web Components, Babel, Vue.js, Express, Laravel, CRUD, SQL, Typescript, Tailwind",Vue,Javascript (Node.js),Supabase,PostgreSQL,Digital Ocean,Yes,GitHub,Rest API,Tailwind CSS,Coding Bootcamp
+6/19/2025 12:49:58,1 to 3 years,Engineer/Developer/IT/Data Scientist,India,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",JetBrains Al,I would not use low-code or no-code tools,Lovable,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Poor code quality (bugs, hallucinations)","REST API, Angular, Vue.js",React,Java,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Google Cloud,Yes,GitHub,Rest API,Material UI,Coding Bootcamp
+6/20/2025 11:23:55,1 to 3 years,Engineer/Developer/IT/Data Scientist,Kenya,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"Bubble, Flatlogic Platform",Flatlogic AI Generator,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Security and reliability risks, Benefits experienced devs, not beginners, Limited customization for complex apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale","Git, JavaScript, Responsive Web Design, Tailwind, Node.js, SQL, React, Next.js, Express, Typescript",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,"No, but I am planning to use it",GitHub,GraphQL,Tailwind CSS,Peers or friends
+6/20/2025 21:09:42,0 to 1 year,UI/UX Designer,France,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,I would not use low-code or no-code tools,Bolt AI,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",I see no major problems - all good! (Positive response),"AI, JavaScript, Progressive Web Apps (PWAs), HTML5, REST API, GraphQL, DevOps, AJAX, CSS3, NoSQL","Not applicable, since I would not write code myself","I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Azure MySQL,PostgreSQL,I would not host the app myself,Yes,I am not familiar with code storage and management services.,Rest API,Ant Design,University
+6/22/2025 3:12:25,I do not have experience in web development,Student/Educator,Ecuador,I would resort to professional services (hire/partner with friend/employee/agency),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Amazon CodeWhisperer,I would not use low-code or no-code tools,Bolt AI,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)",Security and reliability risks,AI,React,Scala,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Google Cloud,Yes,GitHub,Rest API,Ant Design,School
+6/23/2025 10:09:08,I do not have experience in web development,Administrative (HR/Accounting/etc.),Moldova,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,"AppSheet, Appsmith",Replit AI,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","AI loses context easily, High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations), Hard to maintain or scale",REST API,React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,PostgreSQL,VPS,Yes,I am not familiar with code storage and management services.,Rest API,Vuetify,AI (talk with AI)
+6/23/2025 10:58:16,0 to 1 year,Administrative (HR/Accounting/etc.),Turkey,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Airtable, Flatlogic Platform, WordPress","Flatlogic AI Generator, Replit (Agent)","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, Limited customization for complex apps","SQL, REST API, HTML5, MongoDB, Responsive Web Design, React, JSON, Bootstrap, Typescript, Node.js",Angular,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MariaDB,I would not host the app myself,Yes,GitHub,"I am not familiar with the term ""API""",Tailwind CSS,Online Videos
+6/27/2025 8:47:08,0 to 1 year,Administrative (HR/Accounting/etc.),France,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,FlutterFlow,"Bolt AI, Lovable","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations)","Git, JavaScript, Typescript, Vue.js, Node.js",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,I would not host the app myself,Yes,Self-hosted solution (like Gitea),"I am not familiar with the term ""API""",Tailwind CSS,AI (talk with AI)
+6/28/2025 0:40:48,3 to 5 years,Prefer not to answer,Italy,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Gemini,I would not use low-code or no-code tools,Lovable,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Cannot build mobile apps, Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting)","SQL, Progressive Web Apps (PWAs), JavaScript, CSS3, HTML5, Responsive Web Design, Material-UI, Vue.js, CRUD, supabase",quasar,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,PostgreSQL,Netlify,Yes,GitHub,Rest API,Quasar,Online Courses
+6/29/2025 7:59:52,0 to 1 year,Decision Maker (CEO/Founder/Executive),Italy,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use a free template (e.g. from GitHub)",Amazon CodeWhisperer,AppGyver,GPT-Pilot,"Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","Weak integrations (databases, auth, hosting)",Laravel,"Not applicable, since I would not write code myself",Javascript (Node.js),Firebase,I would not self-manage database,AWS,Yes,GitHub,Remote Procedure Call (RPC),Vuetify,Books
+6/29/2025 8:04:28,3 to 5 years,Administrative (HR/Accounting/etc.),Italy,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a paid template (e.g. from Themeforest)",Cline,I would not use low-code or no-code tools,Devin (Cognition Labs),"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",Security and reliability risks,Nuxt.js,"Not applicable, since I would not write code myself","I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Firebase,MySQL,AWS,Yes,Bitbucket,Rest API,Semantic UI,School
+6/29/2025 15:56:42,0 to 1 year,devops,Israel,html css javascript,I would not start a web app by writing code,claude,Wix,claude,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)",AI loses context easily,"REST API, JSON, Continuous Integration/Continuous Deployment (CI/CD), HTML5, Git, DevOps, Docker, SQL, JavaScript, CSS3",No framework,C#,Supabase,PostgreSQL,AWS,Yes,GitHub,Rest API,"No library, pure HTML",AI (talk with AI)
+6/30/2025 10:22:58,0 to 1 year,Decision Maker (CEO/Founder/Executive),Jordan,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"AppSheet, AppMaster.io, Bubble, Power Apps (Microsoft), WordPress, Zoho Creator","Bolt AI, Devin (Cognition Labs), Flatlogic AI Generator, GPT-Engineer, GPT-Pilot, Lovable, I would not use any of these tools","Level 1: Simple static websites (HTML/CSS, minimal or no JS)","AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting)","Progressive Web Apps (PWAs), JavaScript, JSON, Next.js, SQL, CRUD, CSS3, NoSQL, MongoDB, AI",React,"Not applicable, since I would not write code myself",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,AWS,"No, but I am planning to use it",GitHub,"I am not familiar with the term ""API""",Tailwind CSS,AI (talk with AI)
+6/30/2025 11:08:21,0 to 1 year,Decision Maker (CEO/Founder/Executive),Jordan,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I do not start web app by writing code,"Adalo, Airtable, AppSheet, AppMaster.io, DronaHQ, Flatlogic Platform, Internal.io, Mendix, UI Bakery, WordPress, WeWeb, Webflow, Wix, Zoho Creator","Bolt AI, Co.dev, Devin (Cognition Labs), Flatlogic AI Generator, Lovable, Probz AI, Smol Developer, ToolJet AI, V0.dev","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Hard to maintain or scale, Weak integrations (databases, auth, hosting)","HTML5, Web Components, Firebase, AI, NoSQL, SQL, MongoDB, Nuxt.js, Progressive Web Apps (PWAs), Node.js",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),SQL Server,Google Cloud,Yes,GitHub,"I am not familiar with the term ""API""",Tailwind CSS,AI (talk with AI)
+6/30/2025 20:05:46,5 to 10 years,Engineer/Developer/IT/Data Scientist,Brazil,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",DeepSeek,I would not use low-code or no-code tools,Flatlogic AI Generator,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Weak integrations (databases, auth, hosting)","MongoDB, Typescript, Angular, Node.js, Vue.js, Bootstrap",Angular,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Google Cloud,Yes,Gitlab,Remote Procedure Call (RPC),Bootstrap,AI (talk with AI)
+7/1/2025 2:25:02,I do not have experience in web development,Engineer/Developer/IT/Data Scientist,Singapore,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",I do not start web app by writing code,I would not use low-code or no-code tools,I would not use any of these tools,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)","Security and reliability risks, AI loses context easily, Limited customization for complex apps, Builds technical debt quickly",na,"Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),I would not self-manage database,I would not host the app myself,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""",Bootstrap,Online Videos
+7/1/2025 10:43:02,1 to 3 years,Decision Maker (CEO/Founder/Executive),India,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,Hostinger ,GPT-Engineer,I don't use AI-powered app generators,AI loses context easily,"SQL, REST API, DevOps, MongoDB, JavaScript, JSON, React, Node.js",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,AWS,Yes,GitHub,Rest API,Ant Design,AI (talk with AI)
+7/1/2025 12:21:33,1 to 3 years,Engineer/Developer/IT/Data Scientist,Indonesia,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,I would not use low-code or no-code tools,"Co.dev, HeyBoss, Magically.life, Memex Tech, Replit (Agent)","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","High costs (tokens, hidden charges)","AI, JavaScript, REST API, Material-UI, Babel, Next.js, Node.js, Progressive Web Apps (PWAs), jQuery, Continuous Integration/Continuous Deployment (CI/CD)",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,I would not host the app myself,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+7/1/2025 14:32:30,More than 10 years,Product/Project Manager,Venezuela,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"I would not use low-code or no-code tools, Creatio, Mendix, WordPress, Webflow, Wix","Flatlogic AI Generator, GPT-Engineer, GPT-Pilot","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",I see no major problems - all good! (Positive response),"Node.js, SQL, JavaScript, Laravel, Vue.js, GraphQL, HTML5, CRUD, CSS3, AJAX",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),Oracle,Google Cloud,Yes,Gitlab,GraphQL,Bootstrap,University
+7/1/2025 16:29:44,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",I ask Gemini/notebook LM/Grok directly,I would not use low-code or no-code tools,"Bolt AI, Lovable, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, High costs (tokens, hidden charges), Builds technical debt quickly","Vibe Coding, AI, JavaScript, Typescript","Not applicable, since I would not write code myself","I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Supabase,I would not self-manage database,I would not host the app myself,Yes,GitHub,Rest API,"No library, pure HTML",Online Videos
+7/1/2025 17:22:17,3 to 5 years,Art director ,India,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Amazon CodeWhisperer,"I would not use low-code or no-code tools, Adalo, Airtable, AppSheet, AppMaster.io, Appsmith, AppGyver, Bubble, Bettyblocks, Backendless, Bildr, Bravo Studio, Budibase, Creatio, Caspio, Carrd, Directus, Draftbit, DronaHQ, Flatlogic Platform, FlutterFlow, GPT Engineer App, Glide, GoodBarber, Internal.io, Mendix, Notion, Outsystems, Power Apps (Microsoft), Quickbase, Retool, Softr, UI Bakery, WordPress, WeWeb, Webflow, Wix, Zoho Creator","Bolt AI, Co.dev, Create.xyz, Devin (Cognition Labs), Databutton, Flatlogic AI Generator, GPT-Engineer, GPT-Pilot, HeyBoss, Smol Developer, Lovable, Marblism, Magically.life, Memex Tech, Replit AI, Probz AI, Replit (Agent), Smol Developer, ToolJet AI, V0.dev","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Cannot build mobile apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly, I see no major problems - all good! (Positive response)","Nuxt.js, AI, CSS3, Continuous Integration/Continuous Deployment (CI/CD), REST API, GraphQL, NoSQL, React, Next.js",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Firebase,MongoDB,AWS,Yes,GitHub,Rest API,Material UI,Peers or friends
+7/1/2025 19:41:52,0 to 1 year,Student/Educator,Tunisia,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,WordPress,GPT-Pilot,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",Builds technical debt quickly,"Angular, Typescript, REST API, Firebase, Docker, DevOps",React,Javascript (Node.js),Mongo Atlas,MongoDB,Vercel,Yes,GitHub,Rest API,Bootstrap,practice it lonely
+7/1/2025 21:47:31,5 to 10 years,Engineer/Developer/IT/Data Scientist,Serbia,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,I would not use low-code or no-code tools,Bolt AI,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations), Weak integrations (databases, auth, hosting)","JavaScript, Node.js, Vue.js, React, Next.js, Typescript, HTML5, CSS3, Responsive Web Design",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MongoDB,Digital Ocean,Yes,GitHub,Rest API,Chakra UI,Online Videos
+7/2/2025 0:16:29,I do not have experience in web development,Engineer/Developer/IT/Data Scientist,United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,I would not use low-code or no-code tools,"Bolt AI, GPT-Pilot, Lovable, poe.com","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Builds technical debt quickly","HTML5, AJAX, SQL, JavaScript",Not really sure - I just let the AI do it,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,"retail webhost, hostinger",Not sure what this means - I'm new to this.,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",can't answer because I haven't learned very much yet
+7/2/2025 1:29:46,More than 10 years,Engineer/Developer/IT/Data Scientist,Lebanon,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,"Backendless, Directus, Flatlogic Platform, Webflow","Bolt AI, Flatlogic AI Generator, Lovable, Replit (Agent)","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Cannot build mobile apps, Weak integrations (databases, auth, hosting)","React, Next.js, CSS3, Git, Responsive Web Design, NoSQL, Nuxt.js, Tailwind, Laravel, REST API",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,Linode,Yes,GitHub,Rest API,ShadCN/UI,Online Videos
+7/2/2025 2:04:48,1 to 3 years,job seeker,New Zealand,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I use combination of ChatGPT/Open AI and Github Copilot,I am not familiar with those tools yet,Bolt AI,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, High costs (tokens, hidden charges)","Git, Responsive Web Design, React, AI, Tailwind, Continuous Integration/Continuous Deployment (CI/CD), CRUD, DevOps, SQL, REST API",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Mongo Atlas,MongoDB,Cloudflare,"No, but I am planning to use it",GitHub,Rest API,Tailwind CSS,Coding Bootcamp
+7/2/2025 5:04:51,1 to 3 years,Full Stack web Developer,India,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Github Copilot,I would not use low-code or no-code tools,I would not use any of these tools,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, Poor code quality (bugs, hallucinations)","React, Nuxt.js, NoSQL, SQL, Tailwind, Node.js, CSS3, Vue.js, MongoDB, JavaScript",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Netlify,No,GitHub,Rest API,Tailwind CSS,Books
+7/2/2025 6:53:48,0 to 1 year,Decision Maker (CEO/Founder/Executive),Indonesia,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Google Studio Bot,WordPress,Replit (Agent),"Level 1: Simple static websites (HTML/CSS, minimal or no JS)",I see no major problems - all good! (Positive response),Bootstrap,React,Golang,Supabase,MySQL,I would not host the app myself,Yes,GitHub,GraphQL,Bootstrap,School
+7/2/2025 9:02:59,5 to 10 years,Engineer/Developer/IT/Data Scientist,Brazil,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Codeium Windsurf,"I would not use low-code or no-code tools, Mendix, Outsystems","Flatlogic AI Generator, Lovable, V0.dev","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, High costs (tokens, hidden charges)","HTML5, Docker, Vibe Coding, JavaScript, Bootstrap, AI, JSON, Git, SQL, MongoDB",React,Javascript (Node.js),Supabase,PostgreSQL,Vercel,Yes,GitHub,Rest API,Tailwind CSS,Coding Bootcamp
+7/2/2025 9:11:57,5 to 10 years,Engineer/Developer/IT/Data Scientist,Brazil,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Codeium Windsurf,"Flatlogic Platform, Mendix, Outsystems, Softr","Flatlogic AI Generator, Lovable, Replit AI, Replit (Agent)","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, High costs (tokens, hidden charges), Limited customization for complex apps","CSS3, Node.js, Next.js, Docker, React, SQL, Tailwind, Typescript, JavaScript, MongoDB",React,Javascript (Node.js),Supabase,PostgreSQL,Vercel,Yes,GitHub,Rest API,Tailwind CSS,Coding Bootcamp
+7/2/2025 10:09:02,3 to 5 years,Engineer/Developer/IT/Data Scientist,Ethiopia,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,"Flatlogic Platform, FlutterFlow, WordPress, WeWeb, Webflow","Bolt AI, Flatlogic AI Generator, GPT-Engineer, GPT-Pilot","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Hard to maintain or scale","Web Components, MongoDB, JSON, CRUD, AI, Vue.js, Angular, Tailwind, Node.js",Vue,Java,Azure MySQL,MySQL,I would not host the app myself,Yes,GitHub,Rest API,Bootstrap,Online Videos
+7/2/2025 16:46:54,I do not have experience in web development,Decision Maker (CEO/Founder/Executive),France,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use a paid template (e.g. from Themeforest)",Cursor IDE,FlutterFlow,Flatlogic AI Generator,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges)","Next.js, Node.js",React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,vps,"No, but I am planning to use it",GitHub,Rest API,Bootstrap,AI (talk with AI)
+7/3/2025 18:17:07,1 to 3 years,I am going into my Senior year of College helping my brother set up website for his company,United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,"Appsmith, Webflow",I would not use any of these tools,"Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, AI loses context easily, Limited customization for complex apps, Poor code quality (bugs, hallucinations)","SQL, React, JavaScript",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,AWS,"I tried, but ChatGPT is not very good at writing code beside just basic methods",GitHub,This is my first time creating a web app,"No library, pure HTML",Online Courses
+7/4/2025 18:09:24,1 to 3 years,Decision Maker (CEO/Founder/Executive),United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,"Airtable, Notion","Bolt AI, Flatlogic AI Generator, Lovable","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Cannot build mobile apps, Poor code quality (bugs, hallucinations), Hard to maintain or scale, Weak integrations (databases, auth, hosting), Builds technical debt quickly","Angular, Node.js, Next.js, Typescript, HTML5, Tailwind, AI, REST API, MongoDB, React",React,Python,Supabase,PostgreSQL,Vercel,Yes,GitHub,Rest API,ShadCN/UI,Online Forum
+7/4/2025 20:05:06,I do not have experience in web development,Student/Educator,Pakistan,I would resort to professional services (hire/partner with friend/employee/agency),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",I do not start web app by writing code,Zoho Creator,Bolt AI,I don't use AI-powered app generators,I see no major problems - all good! (Positive response),Jamstack,"Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),I would not self-manage database,I would not host the app myself,No,I am not familiar with code storage and management services.,Remote Procedure Call (RPC),"No library, pure HTML",Peers or friends
+7/5/2025 13:25:43,More than 10 years,Product/Project Manager,Zimbabwe,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot,"Appsmith, Flatlogic Platform, FlutterFlow, Quickbase, UI Bakery, WordPress","Bolt AI, Devin (Cognition Labs), Flatlogic AI Generator, Replit (Agent), V0.dev","Level 3: Front-end with external backend services (Supabase, Firebase, REST APIs)","AI loses context easily, High costs (tokens, hidden charges), Hard to maintain or scale, Builds technical debt quickly","JSON, Next.js, Responsive Web Design, Firebase, Angular, Node.js, Progressive Web Apps (PWAs), NoSQL, SQL, Tailwind",Angular,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Firebase,MySQL,Firebase,Yes,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+7/5/2025 16:09:47,More than 10 years,Engineer/Developer/IT/Data Scientist,United States,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,Adalo,Bolt AI,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","Security and reliability risks, Hard to maintain or scale","Firebase, Material-UI, Tailwind, Responsive Web Design, React, Typescript",React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",Firebase,MongoDB,Google Cloud,Yes,GitHub,Rest API,Material UI,AI (talk with AI)
+7/6/2025 8:56:48,I do not have experience in web development,"instalador  de  paineis solares  , infraestrutura , eletrica , cabeamento de redes , montagem e organizaçoes de racks para servidores e etc em cpds , telefonia , ramais , informatica e motorista",Brazil,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Github Copilot, eu ainda nao conheço nenhuma dessas ferramentas ,eu ainda nao conheço essas ferramentas,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","toda vez que eu começo a criar meu projeto nao consigo terminar , a ia começa o projeto e quando  esta pela metade começa dar erro em tudo e fica horas tentando resolver  , dai eu desisto",como é de uso pessoal eu deixo ele no meu proprio desktop,eu nao sei,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),eu tambem nao tenho conhecimento nessa parte,Google Cloud,Yes,eu prefiro sempre no meu desktop,tambem nao tenho conhecimento nessa parte,Tailwind CSS,AI (talk with AI)
+7/6/2025 13:59:09,I do not have experience in web development,Peer Support,New Zealand,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use a free template (e.g. from GitHub)",no i dont know cpding,im new to this so havent tried any of the above sorry,right now im like looking for that one i know ill find it: ,"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","High costs (tokens, hidden charges), theres going to be to many soon: there all scattered so far","JSON, AI, Bootstrap, Responsive Web Design, Git, CSS3, React, HTML5, SQL, JavaScript",terminolgy is above my pay grade : hence why im searching,its the onlyone ive looked at: its not for me,evently id like manage myself soon as i get my head around from planning to post production,MySQL,Roght here is a problem: i understand everyone has to pay rent: every ai offer cost: everystep we get taxed: simplyfy wrap around service under one roof:with fee simple : ,"No, but I am planning to use it",I am not familiar with code storage and management services.,"I am not familiar with the term ""API""",not at this level yet still peicing my direction and minimal players in the scheme of this,AI (talk with AI)
+7/6/2025 17:08:07,0 to 1 year,Student/Educator,Morocco,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")",I would not start a web app by writing code,Replit AI,GPT Engineer App,Replit AI,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, AI loses context easily, High costs (tokens, hidden charges), Poor code quality (bugs, hallucinations), Builds technical debt quickly","CSS3, SQL",Vue,"Not applicable, since I would not write code myself",Supabase,MySQL,I would not host the app myself,Yes,GitHub,"I am not familiar with the term ""API""",Tailwind CSS,Coding Bootcamp
+7/6/2025 19:19:29,I do not have experience in web development,Product/Project Manager,Albania,I would resort to professional services (hire/partner with friend/employee/agency),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,"Adalo, Retool, WordPress, Zoho Creator","Create.xyz, Replit AI, Replit (Agent)","Level 2: Interactive front-end apps (React, Vue, Angular; no custom backend)","Security and reliability risks, High costs (tokens, hidden charges), Weak integrations (databases, auth, hosting)","Continuous Integration/Continuous Deployment (CI/CD), Material-UI, Bootstrap, CSS3, Webpack, Web Components, Tailwind, Nuxt.js, React, Node.js",React,Javascript (Node.js),Firebase,SQL Server,AWS,Yes,GitHub,Rest API,Vuetify,Books
+7/7/2025 11:49:21,1 to 3 years,Engineer/Developer/IT/Data Scientist,Kenya,Combine manual coding with no-/low-code or AI-generated methods,"Yes, I would use a free template (e.g. from GitHub)",Github Copilot,"FlutterFlow, Power Apps (Microsoft), WordPress, WeWeb, Wix, Zoho Creator","Laravel, php","Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","Security and reliability risks, High costs (tokens, hidden charges), Benefits experienced devs, not beginners, Limited customization for complex apps, Hard to maintain or scale","REST API, SQL, Bootstrap, React, Git, Vue.js, Laravel, Node.js, CRUD, Responsive Web Design",React,Javascript (Node.js),Azure MySQL,MySQL,Google Cloud,No,GitHub,Rest API,Bootstrap,University
+7/7/2025 21:29:57,0 to 1 year,Decision Maker (CEO/Founder/Executive),United Kingdom,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Claude Opus 4,Wix,"Replit AI, Claude","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Poor code quality (bugs, hallucinations)",AI,"Not applicable, since I would not write code myself","Not applicable, since I would not write code myself",Supabase,I would not self-manage database,Netlify,Yes,I am not familiar with code storage and management services.,"I am not familiar with the term ""API""","No library, pure HTML",AI (talk with AI)
+7/8/2025 4:03:09,3 to 5 years,Engineer/Developer/IT/Data Scientist,Nigeria,By writing code (traditional method),"No, I would not use a template or AI-generated codebase; I'd build everything from scratch",Github Copilot,WordPress,GPT-Pilot,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Hard to maintain or scale","Next.js, CSS3, Node.js, Responsive Web Design, MongoDB, React, Tailwind, REST API, Bootstrap, Git",React,Javascript (Node.js),I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Tailwind CSS,Coding Bootcamp
+7/9/2025 14:29:01,0 to 1 year,Prefer not to answer,Pakistan,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",ChatGPT/Open AI,Flatlogic Platform,Flatlogic AI Generator,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)",It cannot be downloaded free.,"Tailwind, React, Next.js, HTML5, Responsive Web Design, NoSQL, Laravel, Git, SQL, AI",React,Python,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Bootstrap,AI (talk with AI)
+7/9/2025 21:35:57,0 to 1 year,UI/UX Designer,Mexico,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Claude,I use CodeGpt/Claude/Bolt.new (I hate BOLT) just started Poe.com,I use Bolt but he is awful . ,"Level 4: Full-stack custom apps (custom frontend/backend, CRUD, auth, basic data management)","AI loses context easily, High costs (tokens, hidden charges), Limited customization for complex apps, Poor code quality (bugs, hallucinations), They always make the worst GUI. just ugly and boring . even w/prompts","Node.js, Git, Vue.js, JavaScript, Responsive Web Design, Tailwind, Vibe Coding, AI, REST API, React","python ,react, vue, tailwind. depends on the app",varied,Supabase,I would not self-manage database,Netlify,Claude,GitHub,Rest API,Tailwind CSS,AI (talk with AI)
+7/11/2025 9:57:40,I do not have experience in web development,Engineer/Developer/IT/Data Scientist,Tanzania,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Blackbox Al,I would not use low-code or no-code tools,Bolt AI,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)",Security and reliability risks,Firebase,React,"I would use serverless solution (Jamstack, Firebase, Supabase, some headless CMS, etc.)",I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),PostgreSQL,AWS,Yes,GitHub,Rest API,Ant Design,Coding Bootcamp
+7/11/2025 19:07:10,3 to 5 years,Engineer/Developer/IT/Data Scientist,Libya,"Using low-/no-code tools (e.g., Bubble, Webflow, Retool)","Yes, I would use a free template (e.g. from GitHub)",ChatGPT/Open AI,I would not use low-code or no-code tools,Flatlogic AI Generator,"Level 1: Simple static websites (HTML/CSS, minimal or no JS)",AI loses context easily,"Firebase, jQuery, SQL, CSS3",Svelte,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,I would not host the app myself,Yes,GitHub,"I am not familiar with the term ""API""","No library, pure HTML",AI (talk with AI)
+7/13/2025 10:48:53,0 to 1 year,Engineer/Developer/IT/Data Scientist,Indonesia,By writing code (traditional method),"Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cline,I would not use low-code or no-code tools,Marblism,I don't use AI-powered app generators,I see no major problems - all good! (Positive response),Git,React,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Vercel,Yes,Bitbucket,Rest API,Material UI,Online Videos
+7/13/2025 12:57:56,1 to 3 years,Decision Maker (CEO/Founder/Executive),United States,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Replit AI,none,"Flatlogic AI Generator, Replit (Agent)","Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)","AI loses context easily, Limited customization for complex apps, Poor code quality (bugs, hallucinations), Builds technical debt quickly, its all about context. whoever finds a way to have their agent not break what we built together by writing something that violates every requirement to the app - they'll win me for ever. Second is allow me to agent code everything if I want ","AI, REST API, Continuous Integration/Continuous Deployment (CI/CD), I don't care about languages or platforms, I care about capabilities. I use NetworkX DiMem Temporal graphs, but the key is I want to architect my own graphs and own architecture decisions, not coding","Not applicable, since I would not write code myself",python or rust or C#,I write almost always automous and evolving solutions for services like this and SQL doesn't work for my 4DGraphs,in mem graph with csv/json/plaintext as the restore/resume. I need in mem for ML,"If you won't, then Google",I use whatever agent the site comes with use - but Claude is preferred so far over all except continuity and need to pretend success still sucks,"I have git, but honestly I feel his should be part of the package with the development - make money on hosting and deployments also and make my life easier",Rest API,I don't care generally - I think of UI secondary to my algorithms and architectures usually,go try and code and learn through debugging
+7/15/2025 6:14:00,1 to 3 years,Student/Educator,Turkey,"Using AI-driven app generation tools (e.g., Bolt, Lovable, Replit, Flatlogic - i.e. ""Vibe Coding"")","Yes, I would use an AI-generated codebase as a starting point (e.g., Bolt, Lovable, Replit, Flatlogic)",Cursor IDE,Budibase,Replit (Agent),"Level 5: Production-grade SaaS or enterprise apps (advanced roles, permissions, multi-tenancy, payments, integrations, deployed to production)",AI loses context easily,Ruby on Rails,php,PHP,I would manage the database myself (e.g. create MySQL/Postgres/MongoDB instance and manage it either locally or remotely),MySQL,Vercel,Yes,GitHub,Rest API,"No library, pure HTML",School