Turn representative production tasks into a small, controlled dataset.
Test a model
before it tests you.
Run real models through the same workload, measure completion, requirements, latency, tokens, and cost, then add human judgment and export the evidence.
Send identical instructions and settings to two to four real models.
Combine measurable requirement coverage with deliberate human review.
Compare quality, reliability, speed, tokens, and total test cost.
Save locally, export the full record, or print a decision-ready report.
Turn a real workload into a repeatable test.
Start from a proven template or define your own cases. Every selected model receives the same system instruction, prompt, temperature, and output limit.
3 controlled cases
Choose two to four real models.
The complete dataset runs against every selected model. Lower the case count if you want a faster, cheaper first pass.
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3 cases × 3 models
9 total answers · deterministic temperature · maximum 700 output tokens per answer
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