CalibratedDecisions.

Repo · Benchmarks & research

Classifier Bench

Head-to-head benchmark of fast typed classifiers, TypeSafe Jev, OpenAI Decisions and Cloudflare Clef, against Claude models on a frozen, labeled…

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From the repository

Benchmark fast typed classifiers (TypeSafe Jev, OpenAI Decisions, Cloudflare Clef) head to head against Claude: accuracy, calibration, p95/p99 latency and cost on a frozen, labeled corpus.

benchmarkcalibrationclassificationclaudecloudflareevaluationjevlatencyllmllm-evaluationopenaipythonstructured-outputtypesafeworkers-ai

How builders describe it

Head-to-head benchmark of fast typed classifiers, TypeSafe Jev, OpenAI Decisions and Cloudflare Clef, against Claude models on a frozen, labeled corpus of 2,321 cases across 31 tasks, measuring accuracy, calibration, p95/p99 latency and registry-priced cost.

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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