🔧 Auto-Fix Image System

DRY RUN MODE

Programmatically detecting and fixing placeholder/fallback images

⚠️ Running in DRY RUN mode. No changes will be made. Click here to apply fixes
Problematic Vehicles
3
Auto-Fixable
3
High Confidence
0
Manual Review
0
Vehicle Problems Detected Current Image Suggested Fix Confidence Fix Type
BMW 320d SHARED_FALLBACK https://images.pexels.com/photos/1592384/pexels-ph... https://source.unsplash.com/1280x720/?bmw-320d-car...
70% 		SEARCH_BASED
Mini Cooper SE SHARED_FALLBACK https://images.pexels.com/photos/1592384/pexels-ph... https://source.unsplash.com/1280x720/?mini-cooper-...
70% 		SEARCH_BASED
Nissan Leaf SHARED_FALLBACK https://images.pexels.com/photos/1592384/pexels-ph... https://source.unsplash.com/1280x720/?nissan-leaf-...
70% 		SEARCH_BASED

Generated PHP Code

<?php
/**
 * Auto-generated fixes for vehicle images
 * Generated: 2026-03-01 06:24:33
 * Fixed: 3 vehicles
 */

// Merge these into your vehicleImages array
$autoFixedImages = [
    'BMW 320d' => 'https://source.unsplash.com/1280x720/?bmw-320d-car',
    'Mini Cooper SE' => 'https://source.unsplash.com/1280x720/?mini-cooper-se-car',
    'Nissan Leaf' => 'https://source.unsplash.com/1280x720/?nissan-leaf-car',
];

// Apply fixes
$vehicleImages = array_merge($vehicleImages, $autoFixedImages);
?>