Comparison testing
Compare model behavior using reproducible, bounded evaluations.
Choose a comparable task#
Use the same prompt, output ceiling and evaluation criteria. Record model identifiers, endpoint versions, latency and completed usage. Do not publish invented benchmark scores or infer production reliability from a single sample.
Protect data and cost#
Use non-sensitive fixtures and explicitly authorized credentials. Bound concurrency and total requests. Verify tool execution, streaming completion and cancellation separately from answer quality.