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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Jev vs Gemini 3.8 Flash: labelling 1,000 app reviews, 4.1× faster and 7× cheaper
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.
Live race rig that labels 1,000 real app reviews with Jev typed questions against Gemini JSON output on identical batches, then replays recordings and re-ranks rows locally without extra model calls.
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 682 benchmarks & research projects →
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