Skip to main content
ProductionFlow
← Tools

Instructor

Rising
AI Frameworks

What is Instructor?

Python library for structured outputs from LLMs using Pydantic. Extract typed data from any model with validation, retries, and streaming support.

Heat Score59

Heat score updated May 22, 2026

+297d
+3330d

High momentum

See how Instructor fits your stack — run an A.R.C. audit.

Audit My Stack →

Signal analysis

Instructor is in a rising phase with strong momentum (score: 59). Up 29 pts just this week. Rising tools in the AI Frameworks space are typically in their high-growth window — active development, growing integrations, and a community that's generating real content around them.

Pricing

free

Frequently evaluated together

Builders looking at Instructor are also tracking these AI Frameworks tools right now.

No blueprint uses Instructor yet.

Browse all blueprints →

Free Stack Audit

Is Instructor pulling its weight? Run a Stack Integrity Audit to see how it scores against your goals.

Audit My Stack →