Comet Opik
Pick when you already live in Comet or want OSS Opik + optional cloud. Langfuse remains cheaper OSS default…
Pick when you already live in Comet or want OSS Opik + optional cloud. Langfuse remains cheaper OSS default; Braintrust for eval-product teams. Strengths: OSS tracing+evals with Comet gravity; Good agent/RAG debug UX; Self-host escape hatch.
Lock-in risk: higher = more lock-in (worse). Overall already inverts this dimension.
Pick when you already live in Comet or want OSS Opik + optional cloud. Langfuse remains cheaper OSS default; Braintrust for eval-product teams.
Strengths
- · OSS tracing+evals with Comet gravity
- · Good agent/RAG debug UX
- · Self-host escape hatch
Weaknesses
- · Comet packaging can confuse Opik-only buyers
- · Less eval-first than Braintrust/Confident
- · Cloud retention limits on cheap tiers
Pricing notes
As of 2026-09-14: Opik OSS self-host free. Comet Cloud free tier + Pro Cloud ~$19/mo class with ~100k spans / 60-day retention (confirm live comet.com/site/pricing). Fits teams already on Comet ML experiment tracking.
Sourced pricing
Contract status unavailable · no_sourced_price. Single normalized $/1M: null. Machine list: /api/pricing?provider=comet-opik
No sourced SKU row. Notes above stay prose.
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