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Opik vs Portkey

OpikPortkey

Bottom line: Opik for teams wanting open-source eval plus tracing; Portkey for teams routing production traffic across many LLMs.

Open-source LLM evaluation, tracing, and observability by Comet.

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Open-source AI gateway and control plane for production Gen AI.

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Votes00
PricingFreemiumFreemium
CategoryCodingCoding
Tags
llm-evaluationobservabilityopen-sourcetracingmonitoring
ai-gatewayllmopsopen-sourceobservabilitygovernance
Best for
  • Teams wanting open-source eval plus tracing
  • LLM engineers doing eval-driven development
  • Organizations that value self-hostability
  • Teams routing production traffic across many LLMs
  • Organizations needing governance and reliability tooling
  • Developers wanting an open-source, self-hostable gateway
Pros
  • Full platform is Apache-2.0 and free to self-host
  • Combines tracing and evaluation in one tool
  • LLM-as-a-judge and many automated metrics
  • Fast-growing, widely adopted open-source project
  • Integrates with Comet's ML ecosystem
  • Fully open-source, self-hostable gateway for data control and no lock-in
  • Access to more than 1,600 models through one API
  • Broad feature set spanning observability, guardrails, routing, prompts, and cost control
  • Transparent, relatively cheap entry with free and ~$49 tiers
  • Battle-tested at very large scale
Cons
  • Crowded, competitive category
  • Self-hosting requires running infrastructure
  • Managed cloud limits (spans, seats) on lower tiers
  • Evaluation quality depends on judge configuration
  • Deep value tied to adopting the workflow
  • Adds a network hop and dependency in the critical request path
  • Log-volume-based pricing can get complex or expensive at scale
  • Free-tier logging caps and short retention are tight for real debugging
  • Self-hosting the open-source gateway shifts ops burden to you
  • It is a gateway and ops layer, not a full build-and-eval IDE

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