About Dr.Vin

AI-powered vehicle condition assessment that helps buyers and sellers make informed decisions from listing photos.

What Dr.Vin Does

Dr.Vin uses computer vision AI to analyze photos of used vehicles and generate a professional condition assessment. Upload 3-30 photos from any source, including Facebook Marketplace listings, dealer photos, or your own shots, and get a detailed breakdown of visible condition issues in under 60 seconds.

Every assessment includes an overall condition score, component-level grades, specific findings with confidence indicators, and dollar impact estimates for identified issues. Dr.Vin is a screening tool that helps you decide if a vehicle is worth inspecting in person.

The 0-100 Condition Score

The overall score is a confidence-weighted composite of all component grades. Each component contributes to the final score proportionally, with higher-confidence findings carrying more weight. Photos with clearer evidence produce more reliable scores.

90-100Excellent

Minimal wear. Vehicle presents in outstanding visible condition.

70-89Good

Minor issues. Normal wear for age and mileage.

50-69Fair

Notable wear or damage. Multiple condition concerns.

Below 50Poor

Significant visible condition concerns. Warrants careful inspection.

Component Grades

Each vehicle area receives its own grade, so you can see exactly where issues are concentrated.

Paint

Scratches, swirl marks, oxidation, clear coat failure, paint mismatches, overspray, and color consistency across panels.

Body

Dents, dings, panel gaps, rust, corrosion, prior body work indicators, bumper damage, and trim condition.

Tires

Tread depth estimation, uneven wear patterns, sidewall damage, age indicators, and mismatched tires.

Interior

Seat wear and tears, dashboard cracking, carpet stains, headliner sag, trim damage, and steering wheel wear.

Glass

Windshield chips and cracks, pitting, seal deterioration, and window tinting condition.

Undercarriage

Visible rust, fluid leaks, exhaust damage, and structural indicators visible in photos.

What AI Can and Cannot Detect

Dr.Vin is a photo-based screening tool. It excels at visual condition analysis but cannot replace a hands-on mechanical inspection.

What AI Can Detect

Paint defects (scratches, chips, oxidation, mismatches)
Body damage (dents, dings, panel gaps, rust)
Tire wear and sidewall condition
Interior wear, stains, and damage
Glass chips, cracks, and pitting
Accident indicators (overspray, panel replacement, uneven gaps)

What AI Cannot Detect

Mechanical issues (engine, transmission, brakes)
Engine health and fluid condition
Frame or structural damage hidden by panels
Drivetrain and suspension problems
Electrical or HVAC system function
Odometer tampering (visual correlation only)

How We Calculate Cost Impact

Dollar impact estimates are generated by a Monte Carlo pricing engine that simulates thousands of repair cost scenarios for each identified issue. The engine draws from publicly available industry repair cost databases, including average labor rates, parts pricing, and reconditioning cost benchmarks.

Each finding is classified by severity and component type, then run through the simulation to produce a realistic cost range. The result represents typical value adjustments you might expect, not binding repair quotes.

Actual repair costs may vary based on your location, the specific shop, parts availability, vehicle make and model, and the true extent of damage upon physical inspection.

Know what you're buying before you buy it.

Upload listing photos. Dr. Vin grades the car's condition and tells you what it's worth.

Get Dr. Vin’s Valuation

Free instant grade. Full report $14.99.