🔬 Vehicle Image Diagnostic System

Programmatic Detection of Placeholders, Fallbacks & Quality Issues

Total Analyzed
35
Good Quality
26
74% of total
Critical Issues
0
0% need immediate fix
Placeholders Found
0
Shared/Fallback
9
Inaccessible
3

📊 Top Issues Detected

Preview Vehicle Source Score Status Issues Detected URL Fix Suggestions
Volkswagen Golf
Volkswagen Golf Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Volkswagen+Golf+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=1972961209
Volkswagen Tiguan
Volkswagen Tiguan Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Volkswagen+Tiguan+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=1123624801
Volkswagen ID.4
Volkswagen ID.4 Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Volkswagen+ID.4+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=285367269
Porsche 911
Porsche 911 Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Porsche+911+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=1464623017
Porsche Taycan
Porsche Taycan Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Porsche+Taycan+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=821233730
Tesla Model 3
Tesla Model 3 Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Tesla+Model+3+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=2089870819
Tesla Model Y
Tesla Model Y Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Tesla+Model+Y+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=1996125128
BMW 3er
BMW 3er Unknown
100/100 		Good
https://image.pollinations.ai/prompt/BMW+3er+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=1026817945
BMW 320d
BMW 320d Pexels
50/100 		Poor SHARED IMAGE CATEGORY FALLBACK
Shared with 8 vehicles
https://images.pexels.com/photos/1592384/pexels-photo-1592384.jpeg?auto=compress&w=1600
Find model-specific image
BMW 520d
BMW 520d Pexels
50/100 		Poor SHARED IMAGE CATEGORY FALLBACK
Shared with 8 vehicles
https://images.pexels.com/photos/1592384/pexels-photo-1592384.jpeg?auto=compress&w=1600
Find model-specific image
Mercedes-Benz C-Klasse
Mercedes-Benz C-Klasse Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Mercedes-Benz+C-Klasse+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=356047823
Mercedes-Benz EQS
Mercedes-Benz EQS Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Mercedes-Benz+EQS+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=1534608028
No Image
 Mercedes-Benz GLC Unknown
80/100 		Good INACCESSIBLE
https://image.pollinations.ai/prompt/Mercedes-Benz+GLC+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=1473140573
Audi A4
Audi A4 Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Audi+A4+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=710879163
Audi Q5
Audi Q5 Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Audi+Q5+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=1118391278
No Image
 Audi e-tron Unknown
80/100 		Good INACCESSIBLE
https://image.pollinations.ai/prompt/Audi+e-tron+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=2043754579
Opel Corsa
Opel Corsa Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Opel+Corsa+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=406855962
Opel Astra
Opel Astra Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Opel+Astra+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=872965163
Opel Mokka
Opel Mokka Pexels
50/100 		Poor SHARED IMAGE CATEGORY FALLBACK
Shared with 8 vehicles
https://images.pexels.com/photos/1592384/pexels-photo-1592384.jpeg?auto=compress&w=1600
Find model-specific image
Ford Focus
Ford Focus Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Ford+Focus+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=271140562
Ford Mustang Mach-E
Ford Mustang Mach-E Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Ford+Mustang+Mach-E+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=662200409
SEAT Leon
SEAT Leon Unknown
100/100 		Good
https://image.pollinations.ai/prompt/SEAT+Leon+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=1243755672
Skoda Octavia
Skoda Octavia Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Skoda+Octavia+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=752587492
Mini Cooper SE
Mini Cooper SE Pexels
50/100 		Poor SHARED IMAGE CATEGORY FALLBACK
Shared with 8 vehicles
https://images.pexels.com/photos/1592384/pexels-photo-1592384.jpeg?auto=compress&w=1600
Find model-specific image
Hyundai IONIQ 5
Hyundai IONIQ 5 Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Hyundai+IONIQ+5+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=1242829373
Kia EV6
Kia EV6 Unknown
100/100 		Good
https://motor.com.de/assets/images/vehicles/kia-ev6.jpg
Mazda CX-5
Mazda CX-5 Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Mazda+CX-5+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=2025230252
Toyota RAV4
Toyota RAV4 Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Toyota+RAV4+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=1205528356
Volvo XC40
Volvo XC40 Pexels
50/100 		Poor SHARED IMAGE CATEGORY FALLBACK
Shared with 8 vehicles
https://images.pexels.com/photos/1592384/pexels-photo-1592384.jpeg?auto=compress&w=1600
Find model-specific image
Fiat 500e
Fiat 500e Pexels
50/100 		Poor SHARED IMAGE CATEGORY FALLBACK
Shared with 8 vehicles
https://images.pexels.com/photos/1592384/pexels-photo-1592384.jpeg?auto=compress&w=1600
Find model-specific image
Nissan Leaf
Nissan Leaf Unknown
100/100 		Good
https://image.pollinations.ai/prompt/Nissan+Leaf+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=1246091400
Renault ZOE
Renault ZOE Pexels
50/100 		Poor SHARED IMAGE CATEGORY FALLBACK
Shared with 8 vehicles
https://images.pexels.com/photos/1592384/pexels-photo-1592384.jpeg?auto=compress&w=1600
Find model-specific image
Peugeot 308
Peugeot 308 Pexels
50/100 		Poor SHARED IMAGE CATEGORY FALLBACK
Shared with 8 vehicles
https://images.pexels.com/photos/1592384/pexels-photo-1592384.jpeg?auto=compress&w=1600
Find model-specific image
Citroen C3
Citroen C3 Pexels
50/100 		Poor SHARED IMAGE CATEGORY FALLBACK
Shared with 8 vehicles
https://images.pexels.com/photos/1592384/pexels-photo-1592384.jpeg?auto=compress&w=1600
Find model-specific image
No Image
 Honda CR-V Unknown
80/100 		Good INACCESSIBLE
https://image.pollinations.ai/prompt/Honda+CR-V+car+automobile+vehicle?width=1600&height=900&nologo=true&seed=2061782261