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
- Category
- LLM Observability & Evaluation
- Control layer
- A: Build and run
- Five-Layer model
- Usage Transparency, Output Quality
- Status
- Active
- Typical buyers
- Engineering and platform, AI leadership (CAIO)
- Delivery
- Open source

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