Maxim AI is an end-to-end LLM evaluation and observability platform aimed at engineering teams building and shipping AI agents and copilots. It combines tracing, evaluators, a prompt playground, and human-in-the-loop review workflows, and offers both managed cloud and self-hosted deployment.
The OpenTelemetry standard for AI. Pipes LLM telemetry into Datadog, Splunk, or any OTel backend.
Core capabilities each platform advertises.
What each tool does well, and the limitations to keep in mind.
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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 1,000+ models through one gateway.
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