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Opinionated picks for agents
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LangSmith 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.

DimensionLangSmithLangfuse
Overall8.18.7
Capability fit9.08.8
Price / performance7.09.2
Latency / reliability8.88.4
Developer & agent DX9.08.8
Privacy / data retention7.88.8
Lock-in risk (higher = worse)6.52.5
Maturity / track record8.88.2
PricingSeat + trace volume pricing; deep LangChain/LangGraph integration; Plus tiers from tens of $/mo.Open-source + cloud; generous self-host; cloud from ~$29–59/mo tiers; EU-friendly.
TaglineIf you live in LangGraph, LangSmith is the obvious observatory. Otherwise compare Langfuse/Helicone first.Depot default observability for most agent teams: open, affordable, good enough to serious.

LangSmith

If you live in LangGraph, LangSmith is the obvious observatory. Otherwise compare Langfuse/Helicone first. Strengths: Best tracing UX in LangChain ecosystem; Datasets/evals integrated; Production debugging for chains/agents.

Strengths

  • Best tracing UX in LangChain ecosystem
  • Datasets/evals integrated
  • Production debugging for chains/agents

Weaknesses

  • LangChain-centric gravity (works elsewhere but shines in-family)
  • Cost scales with trace volume
  • Lock-in to LangSmith workflows
GET /api/providers/langsmith

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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