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Opinionated picks for agents
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Braintrust vs Langfuse

Agent-native side-by-side. Scores are curated estimates on a 0–10 scale. Lock-in: higher = worse. Prefer JTBD picks via /api/decide when choosing for a job.

DimensionBraintrustLangfuse
Overall8.28.7
Capability fit9.28.8
Price / performance7.59.2
Latency / reliability8.68.4
Developer & agent DX8.88.8
Privacy / data retention8.08.8
Lock-in risk (higher = worse)5.02.5
Maturity / track record8.28.2
PricingEval-first platform; data-based pricing with unlimited seats on many plans; strong CI eval story.Open-source + cloud; generous self-host; cloud from ~$29–59/mo tiers; EU-friendly.
TaglineDepot pick when evals are the product quality gate. Pair with Helicone/Langfuse for cheap request logs if…Depot default observability for most agent teams: open, affordable, good enough to serious.

Braintrust

Depot pick when evals are the product quality gate. Pair with Helicone/Langfuse for cheap request logs if needed. Strengths: Best-in-class eval workflows; Great for prompt/agent regression gates; Generous seat model.

Strengths

  • Best-in-class eval workflows
  • Great for prompt/agent regression gates
  • Generous seat model

Weaknesses

  • Broader tracing competitors exist
  • Price entry higher than hobby tools
  • Learning curve for eval design
GET /api/providers/braintrust

Langfuse

Depot default observability for most agent teams: open, affordable, good enough to serious. Strengths: OSS + cloud flexibility; Excellent agent/trace UI for the price; EU posture.

Strengths

  • OSS + cloud flexibility
  • Excellent agent/trace UI for the price
  • EU posture

Weaknesses

  • Enterprise features chase LangSmith
  • You operate it if self-hosting
  • Ecosystem still growing
GET /api/providers/langfuse

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