Agent Performance

Measure and optimize AI agent performance

Get real-time visibility into costs, latency, and quality.

Monitor what matters, identify bottlenecks instantly, and optimize your agents with data-driven evaluation.

Try LangSmith free. No credit card required.

LangSmith dashboard showing agent performance metrics

How LangSmith optimizes agent performance

1

Instrument your agent

Add a few lines of code. LangSmith captures costs, latency, quality, and custom metrics for every agent run.

2

Analyze bottlenecks

View detailed traces to identify slow steps, expensive model calls, and failed tool invocations causing performance issues.

3

Evaluate and deploy

Test optimizations with evals before shipping. Deploy with confidence knowing changes improve real-world agent performance.

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

Built for Production AI Agents at Scale

Teams trust LangSmith to monitor and optimize their most critical agent applications

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

Complete AI Agent Performance Platform

Monitor, measure, and optimize performance at every stage of agent development

Get complete visibility into agent execution. Trace each step, model call, and tool invocation. Identify where latency spikes and costs accumulate with granular tracing.

Connect with our team to see how
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 agent performance

Monitor what matters

Track costs, latency, quality, and custom metrics. See performance trends across all agent runs and identify degradation instantly.

Optimize with data

Evaluate changes before shipping. Compare prompt versions, model choices, and tool combinations with systematic evals.

Framework agnostic

Works with any agent framework or custom code. No lock-in, no rewrites. Integrate in minutes.

Trusted by leading AI teams

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 Agent Performance

See how to measure and optimize your AI agents with real-time monitoring and systematic evaluation.