Key features
Core capabilities each platform advertises.
- ML infrastructure automation
- AIOps agent
- Debugging automation
- Infrastructure optimization
- ML pipeline monitoring
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Updated March 27, 2026
AIOps agent for ML teams — automates ML infrastructure operations, debugging, and optimization.
Opik by Comet is an open-source LLM evaluation and observability platform. It provides tracing, evaluation scoring, dataset management, and experiment tracking for LLM applications. Opik supports automated LLM-as-judge evaluations and integrates with popular frameworks like LangChain and LlamaIndex.
Core capabilities each platform advertises.
What each tool does well, and the limitations to keep in mind.
Pros
Cons
Pros
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Respan lets you trace LLM and agent calls across any model or framework, A/B test prompts on production traffic, and route requests across 500+ models through one gateway.
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