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Braintrust vs OpenObserve

BraintrustOpenObserve

Bottom line: Braintrust for teams making evaluation a first-class part of development; OpenObserve for teams running agents in production.

Eval-first evaluation and observability platform for AI applications.

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OpenTelemetry-native observability for LLM calls, tools, and agent handoffs

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Votes00
PricingFreemiumFreemium
CategoryLlm ObservabilityLlm Observability
Tags
llm-evaluationobservabilityprompt-engineeringci-cdllmops
opentelemetryllm tracingagent observabilitytoken costopen source
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 running agents in production
  • Platform teams already using OpenTelemetry
  • Organisations needing LLM cost attribution
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
  • Agent traces are standard OpenTelemetry spans, not a silo
  • Per-span token cost from your own model pricing
  • Unlimited users with no per-seat charge
  • AGPL-3.0 core with a self-hosted option
  • Self-hosted enterprise free up to 50 GB per day
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
  • LLM observability is labelled preview
  • Online evaluations are an enterprise feature
  • Ingestion-based pricing needs volume forecasting
  • Self-hosting carries operational overhead
  • Payload capture raises data governance questions

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