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automate / ~40 MIN / 3 STEPS

Choose a model for your actual task

Compare outputs on a fixed prompt set instead of relying on a universal leaderboard.

Timings are estimates, not measured benchmarks. Check each provider’s current setup requirements and review the output before using it. Our process

Freeze the prompt set

Use representative tasks and document success and failure criteria.

Run the same inputs

Record exact provider, model version, parameters, tokens, latency, and cost.

Explore OpenRouter

Review outputs and trace failures

Score using the rubric, publish the methodology, and retain the underlying artifacts.

Explore Langfuse
YOUR HUMAN CHECKPOINT

Pause. Review. Then move.

Blind-review the outputs and record failure cases before choosing a model.

The capabilities in this recipe