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Braintrust vs Helicone

BraintrustHelicone

Bottom line: Braintrust for teams making evaluation a first-class part of development; Helicone for teams wanting simple, cheap LLM logging.

Eval-first evaluation and observability platform for AI applications.

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Open-source LLM observability and AI gateway in one line of code.

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Votes00
PricingFreemiumFreemium
CategoryLlm ObservabilityLlm Observability
Tags
llm-evaluationobservabilityprompt-engineeringci-cdllmops
llm-observabilityai-gatewayopen-sourcemonitoringcaching
Best for
  • Teams making evaluation a first-class part of development
  • Organizations wanting CI/CD quality gates for AI
  • Product and AI engineering teams iterating on prompts
  • Teams wanting simple, cheap LLM logging
  • Developers self-hosting an open-source gateway
  • Cost and usage monitoring across providers
Pros
  • Deep, eval-first feature set with scorers, experiments, and statistical rigor
  • Strong CI/CD integration to catch regressions before deploy
  • Usage-based pricing with unlimited users, so no per-seat penalty
  • Powerful playground for prompt iteration and comparison
  • Tight loop between production logs and evaluation datasets
  • Extremely easy integration via a one-line base-URL swap
  • Open source under Apache 2.0 and free to self-host
  • Tiny Docker image that runs almost anywhere
  • Gateway features like caching, failover, and rate limiting cut cost and improve reliability
  • Generous free tier of 10,000 requests per month
Cons
  • Not open source; source-available and hosted model
  • Self-hosting locked to the Enterprise tier and a license key
  • Big price jump from free to $249 per month
  • SSO, RBAC, and self-host are gated behind Enterprise
  • Data- and score-based billing makes costs less predictable at volume
  • Product is in maintenance mode after the Mintlify acquisition, with no roadmap
  • Long-term hosted-service viability is uncertain and migration may be needed
  • Usage-based overages mean the Pro price is a floor, not a cap
  • Short retention on lower tiers (7 days free, 30 days Pro)
  • Large price jump from Pro to Team for compliance features

Comparison generated from each tool's listing. Add or remove tools above to change it.