LLM Tools

The toolkit your LLM team actually needs

LangSmith brings observability and evaluation to every prompt, tool call, and API integration.

Manage prompts across experiments, test before deploying, and debug failures instantly—without switching tools.

Try LangSmith free. No credit card required.

LangSmith dashboard showing LLM tool management and prompt testing

How LangSmith LLM tooling works

1

Manage your prompts

Create, version, and organize prompts in LangSmith. Experiment with variations and tag successful versions for production.

2

Test with evals

Run automated evaluations on prompt versions. Compare results side-by-side and identify which variations perform best.

3

Deploy and monitor

Push optimized prompts and tool configs to production with confidence. Monitor performance and iterate based on real usage data.

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 teams building with LLM tools

LangSmith powers the prompt engineering and tooling workflows of leading AI organizations

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

LangSmith LLM Tools & Operations

A unified platform for prompt engineering, testing, and production LLM management

See exactly what each prompt, tool call, and API integration is doing. Capture the full context of your LLM execution to debug failures and understand model behavior.

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.

Permissions icon

Granular permissions

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

Security certification icon

SOC 2 Type II

Third-party security certification with comprehensive security controls.

Trust center
Deployment icon

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 LLM tooling

Unified prompt workspace

Manage, version, and test all your prompts in one place. Experiment with variations and compare results without leaving the platform.

Built-in tool integration

Native support for function calling and tool use. See exactly how your LLM chooses and executes tools, with full tracing of each call.

Framework agnostic

Works with any LLM framework, any model provider, any custom implementation. Your tooling shouldn't force your tech stack.

Trusted by leading LLM 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

Read case study
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

Read case study

Get a Demo of LangSmith for LLM Tools

Discover how LangSmith streamlines prompt engineering, tool management, and LLM operations for your team.