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Part 6

Confidence, honestly

How Carlarity grades its own evidence — and why a lower grade is a feature, not a failure.

Part 6 of 121 min read

Every Carlarity report carries a confidence grade. It answers one question: how strong is the evidence behind the pricing analysis?

GradeWhat it means
HIGHStrong, corroborated market evidence for this exact vehicle. The pricing range is dependable.
MEDIUMSolid evidence with some limits — a good working range.
LOWLimited evidence. Treat the range as a starting point and verify with additional sources.
INSUFFICIENTNot enough independent evidence to price the vehicle confidently. The report still contains the structural analysis we can stand behind — deal math, fees, financing, recalls — and says exactly what's missing.

The rules we hold ourselves to

  1. Confidence always matches evidence No number in your report sounds more certain than the data behind it. Guardrails in the product physically prevent over-claiming — a modeled estimate is never labeled "confirmed."

  2. Some vehicles cap lower — on purpose Rare, low-liquidity, and high-variance vehicles have genuinely less market evidence. Their confidence is capped honestly rather than inflated.

  3. Open-web evidence helps, but only so far When listing comps from the open web fill an evidence gap, they can raise confidence — but never to HIGH. Corroboration is not confirmation.

  4. You can raise confidence with better inputs Exact trim, mileage, ZIP code, and a window-sticker upload all strengthen the identity and the pricing match.

The honest part
If a report says INSUFFICIENT, that is Carlarity working correctly. It found the limits of the evidence and told you, instead of dressing up a guess. The report will list exactly what to verify before you negotiate.