🔧 Auto-Fix Image System

LIVE MODE

Programmatically detecting and fixing placeholder/fallback images

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
Volvo XC40 SHARED_FALLBACK https://images.pexels.com/photos/1592384/pexels-ph... https://source.unsplash.com/1280x720/?volvo-xc40-c...
70% 		SEARCH_BASED

Generated PHP Code

<?php
/**
 * Auto-generated fixes for vehicle images
 * Generated: 2025-12-28 08:07:16
 * 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',
    'Volvo XC40' => 'https://source.unsplash.com/1280x720/?volvo-xc40-car',
];

// Apply fixes
$vehicleImages = array_merge($vehicleImages, $autoFixedImages);
?>
✅ Fixes have been applied and saved to auto-fixed-images.php