PACINFRAX · PRODUCT
Make model comparisons reproducible.
Choose quality, latency and cost measurements tied to one workload and revision.
Your decision
Design an evaluation that can justify a model or deployment change.
- Version the test set, rubric and scoring procedure; define acceptable quality before collecting results.
- Record failed, rejected and dropped requests alongside percentiles, throughput and workload concurrency.
- Compare costs with the same model revision, tokenization, precision and service mode; mark estimates and unknowns explicitly.
No evaluation jobs or measured leaderboard are available. Local mock responses are not model-quality or GPU-performance evidence.
Plan a reproducible comparison