LLM Evaluation, Observability and Quality

Comet (Opik)

ML experiment platform Comet with the Opik open-source LLM eval tool.

About Comet (Opik)

Comet, established in MLOps, has expanded to LLM observability via Opik (open source). Tracing, evaluation, and experimentation in one platform. Good fit for orgs with mixed ML and LLM workloads.

Test, monitor, and grade LLM outputs in development and production. Hallucination detection, regression testing, traceability, and continuous quality measurement.

Products

Comet (Opik) products and platform components

Direct links to the vendor's product pages. Last reviewed 2026-05-07.

Opik (open source)

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Open-source LLM evaluation and tracing. Apache 2.0.

Comet Platform

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Enterprise ML and LLM experimentation.

CWS engagement

How CWS works with Comet (Opik)

CWS helps customers evaluate, deploy, and operate Comet (Opik) products as part of an AI security program. Engagements span vendor selection, proof-of-concept design, integration with existing controls, day-2 operations, and exit planning if the fit changes over time.

CWS does not resell Comet (Opik). The recommendation is honest, evidence-based, and tied to the customer's posture gaps — not to channel economics.

Engage CWS on Comet (Opik)

Not sure if Comet (Opik) fits your gaps?

The free AI Posture Check scores your security across six dimensions in 10 minutes. Use the result to shortlist vendors that fit your actual posture — not the loudest demo.

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