About Dr. Vin
The story behind the assessment.
Want to know how Dr. Vin analyzes your photos? See how it works.
The 0-5 Condition Grade
The overall grade is a weighted average that gives more importance to findings the AI is most certain about. Components with clearer photo evidence count more toward the final grade.
Minimal wear. Vehicle presents in outstanding visible condition.
Light wear consistent with age. No significant concerns.
Minor issues. Normal wear for age and mileage.
Notable wear or damage. Multiple condition concerns.
Significant visible condition concerns. Warrants careful inspection.
Data Sources
Dr. Vin's cost estimates and condition benchmarks are informed by publicly available industry data, including CCC and Mitchell labor rate guides, PDR (paintless dent repair) industry pricing, NAAA condition standards, and NHTSA recall and safety data.
Vehicle analysis is powered by Phototology, an AI photo analysis platform specializing in condition assessment from photos.
About the Founder
Dr. Vin was founded by Nicholas Lakios to solve a simple problem: you shouldn't have to be a mechanic to know if a used car is worth what the seller is asking. By combining AI photo analysis with automotive condition data, Dr. Vin puts detailed condition assessment in the hands of everyday buyers and sellers.
Know what you're buying before you buy it.
Upload listing photos. Dr. Vin grades the car's condition and gives you the numbers to negotiate.
Run ReportFree instant assessment. Full report $15.