Agent Lifecycle

Manage agents from prototype to production

Control every phase of your AI agent lifecycle.

Test behavior before deployment, monitor performance in production, and iterate based on real-world results. LangSmith gives you the tools to build, evaluate, and operate reliable agents at scale.

Try LangSmith free. No credit card required.

LangSmith agent management dashboard showing full lifecycle control

How LangSmith agent management works

1

Develop with observability

Build agents with complete visibility into execution. Trace and debug every step before deploying to production.

2

Test systematically

Validate behavior against custom datasets. Run evaluations to catch quality issues before users do.

3

Deploy and monitor

Ship agents to production with confidence. Monitor performance and iterate based on real-world results.

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 by the largest AI teams

Thousands of organizations manage their AI agents with LangSmith

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

LangSmith Agent Management Platform

Complete control over development, testing, and production operations

Trace every decision, tool call, and LLM invocation your agent makes. See exactly what's happening in production without relying on incomplete logs or unreliable bug reports.

Connect with our team to see how
LangSmith agent trace visualization showing step-by-step execution

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 management

End-to-end visibility

Trace agents from development through production. Understand exactly how decisions are made and debug issues instantly.

Quality confidence

Test agent behavior before shipping. Score production interactions against quality baselines and catch regressions automatically.

Framework flexible

Manage any agent architecture. LangSmith works with custom code, any framework, and integrates seamlessly into your workflow.

Customers

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 Management

Learn how LangSmith gives you control over your agent lifecycle, from development testing through production deployment and monitoring.