
LangSmith's LLM Gateway enables real-time cost management by setting budgets at various levels, providing visibility into spending, and allowing engineers to monitor and control agent usage without blocking productive work. The gateway integrates with platforms like Claude Code and LangChain Deep Agents, ensuring all eligible calls are tracked and analyzed alongside production data. It helps prevent accidental overuse and offers flexibility in managing spending, with internal testing revealing the importance of accurate cost accounting and real-time monitoring.
Managed Deep Agents gives developers a managed way to build, run, and deploy Deep Agents with built-in runtime, streaming, sandboxes, evals, memory, and auth.

LangSmith Bring Your Own Cloud is now generally available on AWS, giving Enterprise teams managed observability, evaluation, and deployment inside their own VPC.

Learn what AI agents are, how they work in an LLM loop, and where workflows fit so you can build reliable, production-ready autonomous systems.
