Instructor is a developer library that interfaces with LLM providers (OpenAI, Anthropic, etc.) to extract structured, validated data from natural language inputs. Users define Pydantic models describing their desired output schema, and the library handles JSON schema generation, response parsing, validation errors, and automatic retries. It provides a clean API where you specify a response_model and get back typed Python objects instead of raw text.