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.
Humanloop is a prompt engineering and evaluation platform that helps teams manage, version, and optimize LLM prompts. It provides prompt playgrounds, A/B testing, human feedback collection, and evaluation pipelines. Teams can track prompt performance across models and deploy optimized prompts to production.
Core capabilities each platform advertises.
What each tool does well, and the limitations to keep in mind.
Pros
Cons
Pros
Cons
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Choose Humanloop if you wantChoose if you want
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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