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Opinionated picks for agents
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Langfuse vs Portkey

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.

DimensionLangfusePortkey
Overall8.78.3
Capability fit8.88.8
Price / performance9.28.2
Latency / reliability8.48.6
Developer & agent DX8.89.0
Privacy / data retention8.88.2
Lock-in risk (higher = worse)2.55.0
Maturity / track record8.28.2
PricingOpen-source + cloud; generous self-host; cloud from ~$29–59/mo tiers; EU-friendly.As of 2026-10-28 (portkey.ai/pricing): Developer free forever (10k logs/mo, 3-day log / 30-day metrics retention). Production $49/mo (100k logs, +$9/100k overage, 30/90-day retention, guardrails, RBAC). Enterprise custom…
TaglineDepot default observability for most agent teams: open, affordable, good enough to serious.Depot pick for production AI gateway (fallbacks, virtual keys, budgets). OpenRouter when you want a model…

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

Portkey

Depot pick for production AI gateway (fallbacks, virtual keys, budgets). OpenRouter when you want a model catalog/router; Helicone for request-path cost traces; Prisma AIRS when already in Palo Alto estate. Strengths: Universal API + fallbacks/load-balance/retries; Obs + prompt mgmt + guardrails in one; OSS self-host o

Strengths

  • Universal API + fallbacks/load-balance/retries
  • Obs + prompt mgmt + guardrails in one
  • OSS self-host option

Weaknesses

  • Acqui/packaging drift into Prisma AIRS
  • Not a model marketplace like OpenRouter
  • Log caps on cheap tiers
GET /api/providers/portkey

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