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Braintrust vs Ragas

A side-by-side comparison of Braintrust and Ragas, 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

Ragas

Eval

Evaluation toolkit for RAG and LLM applications.

View Ragas

At a glance

Feature comparison of Braintrust and Ragas
AttributeBraintrustRagas
CategoryEvalEval
Pricing (differs)FREEMIUMFREE
License (differs)ProprietaryOpen source
Deployment (differs)Cloud
Platforms (differs)Web, APICLI, API
Model supportBYO key / modelBYO key / model
Vendor (differs)BraintrustExploding Gradients

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

Ragas

Popularized reference-free RAG metrics — faithfulness, context precision — scored by an LLM judge, so you evaluate without gold answers.

  • Faithfulness & relevancy metrics
  • Knowledge-graph synthetic test sets
  • LLM-as-judge scoring
  • Integrates LangChain, LlamaIndex, CI
  • LLM-judge scores add cost/variance
  • Python library, no hosted UI
  • Focused on RAG, narrower scope