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Introducing Respan Router

Respan vs Traceloop (2026)

Updated February 28, 2026

vs

Overview

Rating
10.0 / 10
Rating
10.0 / 10
Best For
Engineering and product teams running AI agents and LLM apps in production
Best For
Teams already using Datadog/Splunk wanting LLM observability
Product Summary

Respan is LLM observability built into an AI router: nested traces for every agent run, evals on live production traffic, and a click from any score to its trace.

Product Summary

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

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

Key features

Core capabilities each platform advertises.

RespanRespan
  • Nested traces for every LLM call, tool run, and agent turn
  • Threads for multi-turn sessions
  • Online evals on live production traffic
  • LLM-judge, code, and human evaluators
  • Datasets from production logs and experiments at scale
  • Monitors with Slack, email, and webhook alerts
  • Prompt versioning and deployment without code changes
TraceloopTraceloop
  • OpenTelemetry
  • OpenLLMetry
  • Vendor-neutral
  • OTel integration

Strengths and tradeoffs

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

RespanRespan

Pros

  • Every score links to the trace that produced it
  • Evals run on live production traffic, not only on test sets
  • Built into the router, so there's no separate gateway to integrate
  • Monitors alert the moment a metric breaches
  • Unlimited seats on the free plan

Cons

  • The free plan retains data for 7 days
  • The free plan includes 1k scores and 2 evaluators
  • Ingestion throughput is metered per tier, starting at 412 logs per minute on Free
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

Respan or Traceloop — which should you choose?

Choose Respan if you want

  • Debugging agent failures down to the step that broke
  • Catching quality regressions before users report them
  • Turning production failures into test datasets
  • Testing a prompt or model change against real cases before shipping
  • Attributing LLM cost to each end customer

Choose Traceloop if you want

Data not available

Compare Respan 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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