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Braintrust

Braintrust

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Summary

Evaluation-first AI development — measure whether a prompt or model change actually improved anything.

Description

Braintrust is built around the discipline that separates working AI products from demos: evaluation. Instead of shipping a prompt change and hoping, you run it against a dataset and see whether scores moved.

The workflow
  1. Collect data. Log production traces, or curate examples by hand.
  2. Build datasets from the cases that matter, including the failures.
  3. Write scorers — code-based assertions, model-graded rubrics, or human review.
  4. Run experiments comparing prompts, models, and retrieval strategies side by side.
  5. Compare and ship with a diff view showing which examples improved and which regressed.
Supporting features
  • Playground for iterating on prompts against real data rather than one cherry-picked example
  • Tracing with full observability over agent runs
  • Human review queues for cases automated scoring cannot judge
  • CI integration, so evaluations gate deploys the way tests do
Fit

Best for teams past the prototype stage who have felt the pain of a "small prompt tweak" breaking something quietly. Free tier for individuals and small projects, usage-based paid plans, and self-hosted enterprise deployment for sensitive data.

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