MRMotorRank

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Type a year, make, model, price, mileage, or location — chips appear as the query is parsed.

AI inspection — catch the red flags before you book the test drive

Every listing's photos and description run through an inspection pass in seconds. Findings are cited from the listing itself — image regions, exact quoted phrases — so you can verify each one in one click.

Try it on a live listingSee the full loop

What the inspection covers

Photo coverage check

  • Engine bay (cold + hot, multiple angles)
  • Undercarriage and exhaust
  • All four wheel wells and tire tread
  • VIN plate on dash and door jamb
  • Interior — driver seat, all door cards, headliner
  • Odometer and infotainment in start-up state
  • Trunk and spare tire well(bonus)
  • Body panels at oblique angles (catches paint mismatch)(bonus)

Description parsing

The listing's text is scored for omitted disclosures, evasive phrasing, and known red-flag language. Every finding quotes the exact phrase from the listing so you can verify, not just trust.

Found:
“runs and drives, minor cosmetic issues, sold as-is”
Flagged:
“as-is” (high) · “minor cosmetic” (medium, passive acknowledgement)

What a finding looks like

Each flag carries a severity, a citation, and a recommended next step. Nothing is asserted that the listing doesn't evidence.

Photo coverage gaps

photo · high

Engine bay missing, undercarriage missing, no VIN plate shot — the kinds of omissions that hide accident repair, oil leaks, or VIN swap.

Paint and panel anomalies

photo · medium

Oblique-angle shots are scored for reflection consistency and panel-gap regularity. Mismatched paint and replaced panels flagged with cited image regions.

Odometer / age mismatch

photo · medium

Cross-checks displayed mileage against age and listing claims. Suspiciously low mileage for the year, or rollback patterns, get a flag.

Description red-flag language

text · high

"As-is", "needs TLC", "ran when parked", "salvage rebuilt" — and the subtler ones: passive-voice acknowledgements of damage, "minor" qualifiers, omitted service history.

Disclosure completeness

text · low

Title status, accident history, service records, ownership count — scored against what should be present and flagged when missing or evasive.

Inspect any listing in seconds

Open any major-site listing in MotorRank and the inspection runs inline. Or install the browser extension to inspect as you browse.

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