Dr. Vin tells you what the seller knows about that car before you buy it, from photos alone, no VIN required. Upload 3–30 listing photos for a free Visual Diagnostic Scan (0–5 condition grade, every visible finding with annotations, Listing Clarity, NHTSA recalls, and Dr. Vin's Verdict when an asking price grounds the value). KBB prices the category. Dr. Vin prices the car. The Prescription ($15) adds per-finding repair costs, value impact, clean market vs condition-adjusted range, and a shareable report for the meet-up. Photo screening before a test drive or PPI, not a substitute for a mechanic or VIN history report.
AI Car Mechanic.In your pocket.
Upload listing photos. Get a condition diagnosis before you buy. Free to start for an instant grade and verdict. $15 unlocks repair estimates and talking points for the seller conversation.
Free grade + findings · No account · Under a minute
What you get
Four reads from listing photos
01
Condition grade
0–5 score from the photos you upload.
02
Findings
Visible issues named, graded, and located.
03
Repair estimates
Est. to fix dollars when you unlock.
04
Verdict
Visit, ask, or pass before you drive over.
What we found
Dr. Vin finds what most people don't even know to look for.
FrontFront · 2004 Lexus LS 430
- 1Headlight YellowingmoderateAsk90% confidenceboth headlights · Est. to fix $500 to $1,600UV breakdown of the polycarbonate lens. Reduces light output measurably. Unsafe at highway speed at night. Restoration kits work for mild cases; severe yellowing means new housings. Also a soft tell that the car lived outdoors for years.
- 2Paint OxidationmoderateAsk80% confidencehood · Est. to fix $1,200 to $3,500Chronic neglect signal. The paint should have been waxed every six months. It wasn't. Mechanical maintenance often tracks paint maintenance, so ask for service records and assume the gaps are real. Once oxidation reaches the metal, you're looking at panel-level repaint, not a buff.
STEP 1 · UPLOAD
Drop in the listing photos. We'll do the rest.
Start your report
Every angle you have · 60 seconds · full assessment
JPG · PNG · HEIC · WebP · up to 30 photos
Visual condition read from your photos. Not a mechanical inspection or appraisal. By continuing you agree to our Terms and Privacy Policy.
KBB prices the category.
Dr. Vin prices the car.
Already checked KBB or a deal rating? Good. That is for cars like this one. Next is this car.
KBB and deal tools look at year, make, model, and miles. Dr. Vin looks at the photos of this car and what it costs to fix.
| Attribute | KBB / deal-rating tools | Dr. Vin |
|---|---|---|
| What it sees | Year, make, model, miles, and a condition you pick | Your listing photos |
| Condition | A dropdown, or assumed | What is marked on this car |
| Output | Fair / Good Deal for cars like it | Free Visual Diagnostic Scan: room + findings. The Prescription: repair $, value impact, clean market vs adjusted range |
| Best used | Rough idea before you start shopping | After that, before you text the seller or drive out |
What it sees
KBB / deal-rating tools
Year, make, model, miles, and a condition you pick
Dr. Vin
Your listing photos
Condition
KBB / deal-rating tools
A dropdown, or assumed
Dr. Vin
What is marked on this car
Output
KBB / deal-rating tools
Fair / Good Deal for cars like it
Dr. Vin
Free Visual Diagnostic Scan: room + findings. The Prescription: repair $, value impact, clean market vs adjusted range
Best used
KBB / deal-rating tools
Rough idea before you start shopping
Dr. Vin
After that, before you text the seller or drive out
KBB-style tools ask you (or the seller) how good the car is, then give a price range for cars like it. Deal ratings check if the asking price matches other ads. Neither opens your photos. Dr. Vin marks what he sees on this listing, estimates what it costs to fix, and shows a range for this car when you go meet the seller.
VISUAL DIAGNOSTIC SCAN · THE PRESCRIPTION
The scan is free. The Prescription ($15) puts dollars on what it finds.
Every upload gets a real condition read. $15 unlocks repair costs, value impact, and the condition-adjusted range you bring to the meet-up.
VISUAL DIAGNOSTIC SCAN
See what the photos show before you drive out or call a mechanic.
- 0–5 condition grade
- Findings marked on the photos
- Listing Clarity score + coverage tips
- Negotiating room when the market grounds
- Dr. Vin's Verdict direction (visit · ask first · pass) when asking price grounds the value
- NHTSA open-recall check
THE PRESCRIPTION
Everything in the Visual Diagnostic Scan, plus the dollars and the brief you can send the seller.
+$15 unlocks
- Every finding with photo marks and severity
- Per-finding repair cost ranges
- Buyer value impact (not just shop cost)
- Clean market value (YMMT only, no damage baked in)
- Condition impact rolled into your adjusted range
- Exact gap to asking price when you provide one
- Accident + fraud indicator penalties ($)
- Shareable report for the meet-up or the seller
Tells you which listings deserve your time, not whether to buy.
14-day refund · Stripe secure checkout · Reports expire after 30 days
2004 Lexus LS 430
Findings by zone
The Prescription provides average repair cost and value impact for each finding.
Where on the car
do the issues land?
Dr. Vin tags every finding to a body zone. The heatmap shows how those tags stack up across every photo you uploaded, so both buyer and seller can see whether wear is isolated or spread before anyone schedules a visit.
See the whole car at once
Photos come one angle at a time. The body map rolls every photo-visible finding onto one schematic so you spot clusters before you drive out.
Severity by zone
Each panel takes the worst finding on that surface. Tap a highlighted zone in The Prescription to jump straight to the labeled photos.
Free on every screen
Included in the Visual Diagnostic Scan alongside per-photo findings and Listing Clarity. Repair dollars unlock with The Prescription ($15).
Recalls and red flags
the listing won't mention.
Cosmetic findings tell you what the car looks like today. Warning signs tell you what might be hiding underneath: open safety campaigns from NHTSA and collision or flood indicators visible in the photos you uploaded.
Public records, pulled free
Open NHTSA safety recalls surface on every screen when the vehicle is identified. Component, summary, and typical dealer remedy are included at no charge.
Photo-based red flags
Dr. Vin also scans for prior body work, flood tells, and odometer inconsistencies visible in the listing photos, separate from cosmetic wear findings.
Shared facts before the visit
Both buyer and seller see the same warning signs early, so recall fixes and repair history questions happen before anyone schedules a drive.
2004 Lexus LS 430
Other warning signs
Public records and photo-based warning signs.
2 open safety recalls for the Lexus
Repairs typically free at a dealerModel-level NHTSA list. Not checked against this car's VIN. Confirm at nhtsa.gov/recalls.
Automatic transmission· On certain passenger vehicles, the automatic transmission may not shift properly.OpenSeptember 15, 2010
Risk: Unexpected loss of motive power while driving increases the risk of a crash.
Fix: Dealer will reprogram the transmission control module free of charge.
Power Train: Automatic Transmission · NHTSA campaign #10V388000 · Repair is typically free at Lexus dealer.
Fuel pump· On certain passenger vehicles, the fuel pump may fail prematurely.OpenNovember 4, 2009
Risk: Engine stall while driving increases the risk of a crash.
Fix: Dealer will replace the fuel pump assembly free of charge.
Fuel System, Gasoline: Delivery: Fuel Pump · NHTSA campaign #09V460000 · Repair is typically free at Lexus dealer.
Source: NHTSA.
From your photos
- Prior body workDetected
Multiple tells (overspray, mismatch, panel gaps, filler marks) point to past collision repair, regardless of what the title says. Title-clean cars get repaired all the time when the damage is below the insurance threshold. Ask the seller directly what was hit and when, and watch their answer.
- Flood damageNot seen
- Odometer concernNot seen
60+ signals.
One overall grade.
Dr. Vin scores paint, panels, interior, glass, tires, and wheels from the photos you upload. The free report returns the overall condition grade and a per-area strip so you can see where the wear concentrates before you spend $15 on repair dollars.
Overall grade, free
Every upload gets a 0–5 condition read on the NAAA scale. The sample Lexus screens at 2.8: worn but roadworthy, with most wear on the exterior.
Component strip from your photos
Exterior, interior, glass, tires, and wheels each get a grade when the listing includes those angles. Missing shots read as not assessed, not a fake 4.5.
$15 unlocks repair estimates
Per-finding repair costs, buyer value impact, and condition-adjusted range unlock in The Prescription. The Visual Diagnostic Scan still marks findings and shows whether the listing is worth your time.
2004 Lexus LS 430
Condition read
GOOD
Average condition for its age. Normal wear with no major red flags in photos.
The Prescription lists every finding with repair cost and value impact, not just the labels.
AI Car Mechanic in your pocket.
Condition diagnosis both buyer and seller can trust.
Upload the listing photos. Add the asking price and Dr. Vin's Verdict tells you whether to visit, ask first, or pass, before a $200 inspection or a wasted Saturday.
VISUAL DIAGNOSTIC SCAN FREE · THE PRESCRIPTION $15 · 14-DAY REFUND