🤖 Smart Vehicle Image System
System Features
- ✅ Intelligent image quality scoring (0-100)
- ✅ Multiple source validation
- ✅ Automatic fallback selection
- ✅ Real-time URL testing
- ✅ Smart model variation matching
- ✅ Category-based fallbacks
High-Confidence Images
Volkswagen Golf
Score: 95 https://images.unsplash.com/photo-1609521263047-f8f205293f24?w=1280&q=80
Score: 95 https://images.unsplash.com/photo-1609521263047-f8f205293f24?w=1280&q=80
Volkswagen Tiguan
Score: 90 https://images.unsplash.com/photo-1606611013016-b740a3d2af62?w=1280&q=80
Score: 90 https://images.unsplash.com/photo-1606611013016-b740a3d2af62?w=1280&q=80
Volkswagen ID.4
Score: 92 https://images.unsplash.com/photo-1609521263203-e6e3db4cbd70?w=1280&q=80
Score: 92 https://images.unsplash.com/photo-1609521263203-e6e3db4cbd70?w=1280&q=80
Porsche 911
Score: 96 https://images.unsplash.com/photo-1503376780353-7e6692767b70?w=1280&q=80
Score: 96 https://images.unsplash.com/photo-1503376780353-7e6692767b70?w=1280&q=80
Porsche Taycan
Score: 93 https://images.unsplash.com/photo-1614162691801-abf6aee67e28?w=1280&q=80
Score: 93 https://images.unsplash.com/photo-1614162691801-abf6aee67e28?w=1280&q=80
Tesla Model 3
Score: 90 https://images.pexels.com/photos/9799998/pexels-photo-9799998.jpeg?auto=compress&w=1280
Score: 90 https://images.pexels.com/photos/9799998/pexels-photo-9799998.jpeg?auto=compress&w=1280
Tesla Model Y
Score: 89 https://images.unsplash.com/photo-1620891549027-942fdc95d3f5?w=1280&q=80
Score: 89 https://images.unsplash.com/photo-1620891549027-942fdc95d3f5?w=1280&q=80
BMW 3er
Score: 91 https://images.unsplash.com/photo-1555215858-12072c5ae504?w=1280&q=80
Score: 91 https://images.unsplash.com/photo-1555215858-12072c5ae504?w=1280&q=80
BMW 320d
Score: 87 https://images.unsplash.com/photo-1556189250-72ba954cfc2b?w=1280&q=80
Score: 87 https://images.unsplash.com/photo-1556189250-72ba954cfc2b?w=1280&q=80
Mercedes-Benz C-Klasse
Score: 90 https://images.unsplash.com/photo-1553440569-bcc63803a83d?w=1280&q=80
Score: 90 https://images.unsplash.com/photo-1553440569-bcc63803a83d?w=1280&q=80
Mercedes-Benz EQS
Score: 94 https://images.unsplash.com/photo-1617814076367-b759c7d7e738?w=1280&q=80
Score: 94 https://images.unsplash.com/photo-1617814076367-b759c7d7e738?w=1280&q=80