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Introducing Respan Router

Humanloop vs Traceloop (2026)

Updated March 10, 2026

vs

Overview

Rating
10.0 / 10
Rating
10.0 / 10
Best For
—
Best For
Teams already using Datadog/Splunk wanting LLM observability
Product Summary

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.

Product Summary

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

Starting Price
$0Per month
Starting Price
open-source
Free Trial
Yes
Free Trial
No
Free Version
Yes
Free Version
No

Key features

Core capabilities each platform advertises.

HumanloopHumanloop
Data not available
TraceloopTraceloop
  • OpenTelemetry
  • OpenLLMetry
  • Vendor-neutral
  • OTel integration

Strengths and tradeoffs

What each tool does well, and the limitations to keep in mind.

HumanloopHumanloop

Pros

  • Collaborative platform for team development
  • Version control for prompts
  • A/B testing and evaluation tools
  • Free tier for individuals

Cons

  • Pro tier at USD 99/mo may be steep for small teams
  • Learning curve for full feature utilization
  • Requires commitment to platform workflow
TraceloopTraceloop

Pros

  • Acquired by ServiceNow for $60-80M providing strong financial backing and integration opportunities
  • Built on OpenTelemetry standards with open-source OpenLLMetry SDK
  • Recognized as Gartner Cool Vendor demonstrating industry validation
  • One-line code integration for quick setup and deployment
  • Enterprise-ready with SOC 2, HIPAA compliance and multiple deployment options

Cons

  • ServiceNow acquisition may lead to platform changes, pricing adjustments, or strategic shifts
  • Small team of 9 employees may be absorbed into larger ServiceNow organization affecting support
  • Limited transparent pricing information following acquisition
  • Uncertainty around long-term product roadmap under new ownership

Compare Humanloop and Traceloop on your own traffic

10KFree traces/mo
1,000+Models
5 minSetup

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.

Try Respan free

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