The price spread for the same passing grade.
We find the cheapest model that holds your quality bar — verified on your real traffic, and you keep your provider.
The evidence · Run №000 · 07.02.26
One task. One audit. Five passing grades.
Nine models. Identical prompt, one shot each, graded by an 8-point Playwright audit — not by taste. Five passed. See exactly where the price went.
A five-way functional tie at a 39× price spread. Pay for the grade, not the nameplate.
GPT 5.5 did ship the best-designed page — at 39× the price. When the frontier wins, the report says so.
Four models DNF’d on transport errors — failures in the pipes, not the models — receipts logged. Blind contests №001–005 are live on the public ledger ↗
The mechanism
Proof, not promises.
Point your OpenAI and Anthropic keys at our pass-through proxy. Same models, same outputs, read-only.
It re-runs a sample of your real requests async, off the production path. Users never see it.
Quality and price per workload, re-gradable from the transcripts. Nothing moves without your sign-off.
Pareto wasn’t ready to enter Run №000 — once it ships, it enters every contest under the same audit.
Live July 15
Send us your AI bill.
We’ll show you where the savings come from.
We’ll write when unbiased.ai opens on July 15. First shadow runs go to the list in order.
Keys encrypted, never logged · prompts deleted on request · free until you flip Pareto to production.
Prefer email? Send your bill to hello@unbiased.ai