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Layer A · LLM Observability & Evaluation

Opik (Comet)

Open-source AI observability and evaluation platform from Comet for testing and improving agent systems.

Last checked . Visit Opik

At a glance

Control layer
A: Build and run
Status
Active
Typical buyers
Engineering and platform, AI leadership (CAIO)
Delivery
Open source
Opik (Comet) website homepage
Vendor homepage as captured on 7 October 2026. Shown for identification only.

Buyer fit

Fits teams that want an open-source alternative to Langfuse or LangSmith with an enterprise option from an established MLOps vendor.

Market outlook

Backed by Comet, which gives it more staying power than most early open-source projects.

What to check

  • Open source, with a hosted option.
  • Covers tracing, evaluation and agent testing.
  • Cost tracking exists but is not the primary focus.

Sources

The map describes vendors from public sources; it does not rate, rank or recommend them, and no listing is paid for. Confirm pricing and capabilities with the vendor. See how the map is built.

By Ed Epstein, who works at IBM. The postings on this site are my own and don't necessarily represent IBM's positions, strategies or opinions. About and disclosure · Methodology