JTBD-scoped · comparable within a job

Leaderboards

Rankings are meaningful inside a job-to-be-done (or category). Raw overall scores are not comparable across categories — Stripe vs Anthropic is apples to oranges. Sunset providers excluded. As of 2026-09-14. These are editorial scores, not Arena Elo. Agents can filter minConfidence and region on the API. sort=price ranks only providers with a sourced price in the unit this job uses, and says how many were excluded. A chat $/1M rate is not used for embeddings, speech, or other non-token jobs. Throughput is still refused. Quote for this job: /api/quote · on the job page.