Keywords AI

Humanloop vs Traceloop

Compare Humanloop and Traceloop side by side. Both are tools in the Observability, Prompts & Evals category.

Quick Comparison

Humanloop
Humanloop
Traceloop
Traceloop
CategoryObservability, Prompts & EvalsObservability, Prompts & Evals
Pricingopen-source
Best ForTeams already using Datadog/Splunk wanting LLM observability
Websitehumanloop.comtraceloop.com
Key Features
  • OpenTelemetry
  • OpenLLMetry
  • Vendor-neutral
  • OTel integration

About Humanloop

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.

About Traceloop

The OpenTelemetry standard for AI. Pipes LLM telemetry into Datadog, Splunk, or any OTel backend.

What is Observability, Prompts & Evals?

Tools for monitoring LLM applications in production, managing and versioning prompts, and evaluating model outputs. Includes tracing, logging, cost tracking, prompt engineering platforms, automated evaluation frameworks, and human annotation workflows.

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