AI Tracing

See every step your agent takes

Trace every LLM call, tool use, and agent step to debug and understand AI behavior. LangSmith gives you complete visibility into what your agents are doing, so you can fix issues fast and ship with confidence.

Try LangSmith free. No credit card required.

LangSmith trace view showing LLM calls, tool use, and agent steps

How LangSmith tracing works

1

Instrument your agents

Add LangSmith to your agent code in one line. Works with any framework or custom code. Start capturing traces immediately.

2

Inspect execution traces

View every LLM call, tool invocation, and decision your agent makes. See exactly what's happening at each step of execution.

3

Debug and iterate

Find root causes of failures in your traces. Test fixes with evals on production data and improve your agent's behavior.

LangSmith powers top engineering teams, from AI startups to global enterprises

Zip
Writer
Harvey
Vanta
Abridge
Clay
Rippling
Mercor
Listen Labs
dbt Labs
Klarna
Headspace
Lyft
Coinbase
Rakuten
LinkedIn
Elastic
Workday
Monday.com

Trusted for Production AI

Teams trace billions of AI agent calls on LangSmith every day

50M+
LLM Calls Traced
1B+
Events Ingested per Day
100K+
Monthly active orgs in LangSmith SaaS

Trace, Debug, Improve

Understand exactly what your agents are doing with full observability

Capture complete execution traces of your AI agents. See every LLM call, tool invocation, and decision your agent makes. Debug complex agent behaviors by tracing outputs back to their root causes.

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LangSmith Observability interface showing trace details

Built for Enterprise

Security and compliance at scale

LangSmith meets the demanding security, performance, and collaboration requirements of large organizations building AI applications at scale.

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Granular permissions

Role-based access control with org-level permissions and project isolation to meet your security and compliance requirements.

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SOC 2 Type II

Third-party security certification with comprehensive security controls.

Trust center
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Self-hosted deployment

Self-hosting options to maintain full control over your AI data and meet strict compliance requirements.

Why top AI teams choose LangSmith for tracing

Complete visibility

Trace every LLM call, tool invocation, and agent decision. See exactly what your agents are doing and debug failures in seconds, not hours.

Faster debugging

Find root causes instantly with detailed execution traces. Compare behavior across versions and understand why your agent made each decision.

Works everywhere

Trace agents built with LangChain, LlamaIndex, LiteLLM, or your own code. Framework-agnostic tracing that integrates in minutes.

Teams using LangSmith tracing

Elastic

"Working with LangSmith on the Elastic AI Assistant had a significant positive impact on the overall pace and quality of our development and shipping experience. We couldn't have delivered the product experience our customers now have without LangSmith—and we couldn't have done it at the same pace without it."

James Spiteri, Director of Security Product Management at Elastic

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Rakuten

"What we really needed was a more structured way to test new approaches, something better than just shipping and seeing what happened. LangSmith gave us a more scientific, structured way to understand what was actually working, whether that meant running pairwise evaluations or digging into why accuracy jumped from 70% to 80%. Our engineers especially love the intuitive debugging experience, it's saved us a lot of time."

Yusuke Kaji, General Manager of AI for Business Development at Rakuten

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Get a Demo of LangSmith for AI Tracing

See how to trace every LLM call, tool use, and agent step. Understand your AI behavior and debug faster with LangSmith.