AI Structured Output

Get structured, validated data from any LLM with Instructor - the #1 library for LLM data extraction. Built on type-safe schemas with automatic retries, streaming, and nested object support.

The best way to get structured data with LLMs. Boundary makes it easy to build, test, and develop LLM applications.