rivval.ai
Intelligent Automotive Decision Matrix

Compare Vehicles With Confidence & Clarity

Side-by-side NHTSA crash test ratings, recall history, EPA efficiency, and 5-year cost forecasts—structured into clear visual intelligence before you buy.

Side by side

Two cars, every spec compared

Price, engine, drivetrain, capacity and more, lined up field by field so the differences are obvious at a glance.

  • Every spec, one to one
  • Real numbers, not brochure copy
  • The gaps a dealer glosses over
Compare two cars

Safety

Real NHTSA safety and open recalls

Five star crash ratings and live recall campaigns, pulled straight from NHTSA. Not a paywalled history summary.

  • Frontal, side and rollover ratings
  • Open recall campaigns flagged
  • Straight from NHTSA, live
Check the safety

Reliability

Reliability, scored, not guessed

Complaint patterns by component and an overall reliability score, so you know what tends to break before you buy.

  • An overall reliability score
  • Complaints broken down by component
  • What to expect over the years
See reliability

True cost

The full five year cost, not the sticker

Depreciation, fuel or charging, insurance and scheduled service, added up so the cheaper sticker is not always the cheaper car.

  • Five year total cost of ownership
  • Depreciation, fuel, insurance, service
  • Which one is actually cheaper
See the true cost

Resale

Which one holds its value

A depreciation forecast and resale retention for each vehicle, so you know which one is worth more when you sell.

  • A five year depreciation curve
  • Resale retention compared
  • The better long term asset
See resale value

The verdict

The final verdict, and why

rivval names the better buy across safety, reliability, cost and value, and shows the reasoning behind the pick.

  • A clear winner with a confidence score
  • Category winners across the board
  • The reasons that decided it
See the verdict

Compare two cars free. Negotiate with the facts.