Transparent performance research

Benchmarks & Reports

Repeatable methods for comparing model quality, latency, throughput, price and provider reliability.

What this section delivers

Use the same workload, measurement window and scoring rules so performance claims remain comparable and auditable.

Example article

The first article demonstrates the editorial structure this section will use: direct answer, practical steps, limitations and FAQ.

Benchmarks & Reports / Sample

A transparent methodology for measuring AI API latency without confusing time-to-first-token, generation speed and total response time.

TTFT measures responsiveness; tokens per second measures generation speed.

Use the same model version, prompt, output target and streaming mode for every route.

Report median and p95 values instead of one fastest request.

Publish errors, timeouts, region and test window alongside performance numbers.

Explore the full CometAPI knowledge hub

Model guides, pricing, comparisons and production workflows.