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Braintrust vs DeepEval

A side-by-side comparison of Braintrust and DeepEval, two Eval tools, drawn from Ignaite's continuously-verified listings.

Compared from listings verified as of

Braintrust

Eval

Hosted eval + tracing platform for LLM apps.

View Braintrust

DeepEval

Eval

Pytest-style framework for evaluating LLM apps in CI.

View DeepEval

At a glance

Feature comparison of Braintrust and DeepEval
AttributeBraintrustDeepEval
CategoryEvalEval
PricingFREEMIUMFREEMIUM
License (differs)ProprietaryOpen core
Deployment (differs)CloudHybrid
Platforms (differs)Web, APICLI, API
Model supportBYO key / modelBYO key / model
Vendor (differs)BraintrustConfident AI

The honest brief

Braintrust

Eval-first: prompts are versioned objects and CI scorers block a merge when quality regresses.

  • Eval workflow as the primary interface
  • CI scorers block merges on regression
  • Dataset versioning + OTel tracing
  • Generous free tier
  • Closed-source SaaS
  • Self-hosting needs Enterprise contract
  • Overkill for tiny single-file eval needs

DeepEval

Write LLM evals as Pytest-style assertions and run them in CI, backed by 50+ metrics across RAG, agents, and safety.

  • Assertions run in your CI pipeline
  • Metrics for RAG, agents, and safety
  • Bring any judge model (BYO key)
  • Integrates LangChain/CrewAI/OpenAI
  • LLM-as-judge adds cost
  • Dashboards need paid Confident AI
  • Judge metrics can be noisy