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Braintrust vs Helicone

Which should you use? A side-by-side look at what each one does, who it suits, what it costs, how hard it is to set up, and where each falls short.

Braintrust

AI tool · Freemium

An evaluation and observability platform for scoring prompts and models against datasets and monitoring production.

Helicone

AI tool · Freemium

An open-source LLM observability proxy that logs requests, costs and latency with a one-line integration.

The short answer

Choose Braintrust if you need…

  • Systematic evals before shipping
  • Comparing prompt versions with scores

Choose Helicone if you need…

  • Quick cost and usage visibility
  • Caching and rate limiting LLM calls

Side-by-side

BraintrustHelicone
TypePrompting · Evaluation & observabilityPrompting · Evaluation & observability
PriceFreemiumFreemium
PlatformsWeb, APIWeb, API, Self-hosted
Works withOpenAI, Anthropic, VercelOpenAI, Anthropic
Hands-on tested by usNot yetNot yet
Last checked2026-10-292026-10-29

What each one is

Braintrust

An evaluation and observability platform for scoring prompts and models against datasets and monitoring production. Fast, well-designed eval loop. Getting value means investing in good datasets and scorers.

Helicone

An open-source LLM observability proxy that logs requests, costs and latency with a one-line integration. Very easy to adopt. A proxy sits in your request path, so check reliability and data handling.

Best for

Braintrust

  • Systematic evals before shipping
  • Comparing prompt versions with scores

Helicone

  • Quick cost and usage visibility
  • Caching and rate limiting LLM calls

Strengths

Braintrust

  • Experiments with scorers
  • Prompt playground
  • Logging and tracing
  • Datasets

Helicone

  • Proxy-based request logging
  • Cost tracking
  • Caching
  • Prompt versioning

Frequently asked questions

What is the difference between Braintrust and Helicone?

Braintrust: An evaluation and observability platform for scoring prompts and models against datasets and monitoring production. Helicone: An open-source LLM observability proxy that logs requests, costs and latency with a one-line integration. Braintrust suits systematic evals before shipping, while Helicone suits quick cost and usage visibility.

Are Braintrust and Helicone free?

Braintrust: Freemium. Helicone: Freemium.

What are other alternatives to Braintrust and Helicone?

Other options people compare them with include promptfoo, W&B Weave, Langfuse, Arize Phoenix, LangSmith.

Keep comparing

Built from our catalogue entries for both products: open-source details come from each project's README (AI-assisted, refreshed weekly) and GitHub data; AI-tool details are editorial. Spotted something wrong? Let us know from either product's page.