The most rigorous, data-driven vehicle reliability platform. Don't rely on subjective reviews — rely on data.
RISK SCORE: 1.0 = market average · Below 1.0 = mathematical winner · Above 1.0 = financial risk
You're expected to choose between hundreds of models, years, and trims — knowing that a single bad choice could result in thousands of dollars in surprise mechanic bills. Dealers know this. They count on it.
We process millions of historical failure records and normalize them against exact market averages — giving you objective, statistical Risk Scores for nearly every car on the road.
See It In Action →How often does this vehicle visit the shop compared to class peers? Are you in the shop every 6 months, or once a decade?
A broken radio and a failed engine are not the same. Our algorithm weights catastrophic failures heavily — because your wallet does too.
Three steps from millions of failure records to a score you can take to the dealership.
We don't use opinion surveys. We use raw, historical data on millions of real-world component failures — from broken radios to blown engines. Every data point is a real event on a real vehicle.
Our proprietary algorithm separates data into two independent dimensions: Fix Frequency (how often it needs fixes) and Fix Severity (how costly those fixes are). Both normalized against exact class averages.
Clear, visual Risk Scores. A score of 1.0 is perfectly average. Below 1.0 is a mathematical winner. Above 1.0 is a financial risk. No spin, no advertising bias. Pure math.
A complete Full Model Report for the 2023 Honda CR-V — the verdict, a system-by-system breakdown, the best model year to buy, and a pre-purchase inspection checklist. Nothing blurred out.
Open the sample report →Make sure the minivan you're putting your kids in won't leave you stranded with a blown transmission. When the stakes are that high, subjective reviews aren't enough.
Find the hidden gems — older, high-mileage cars that mathematically refuse to die. Our data reveals models that outperform their age and price point every single time.
Walk in armed with specifics. "I see the 2018 model has a steering system failure rate 3x the market average. Has this been inspected?" Watch the price drop.
A single transmission replacement costs $4,500. A subscription costs $9.99/month.
The math isn't complicated.
We do not accept advertising from automakers. Dealerships cannot pay to alter a vehicle's score.