CalibratedDecisions.

Repo · Benchmarks & research

jev-column-race

Local (or hosted BYOK) race UI that labels 1,000 withheld-star app reviews in parallel columns: TypeSafe Jev typed questions versus a Gemini JSON…

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How builders describe it

Jev vs Gemini 3.8 Flash: labelling 1,000 app reviews, 4.1× faster and 7× cheaper.
Local (or hosted BYOK) race UI that labels 1,000 withheld-star app reviews in parallel columns: TypeSafe Jev typed questions versus a Gemini JSON lane, with free replay of recorded runs.

The decision Jev makes

Benchmark questions with known answers, to check accuracy and confidence.

Where it fits

Head-to-head tests, calibration studies and independent research into how well Jev decides, how fast, and at what cost. All 332 benchmarks & research projects →

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