For Students & Educators

Turn papers into teachable research experiences.

Students need to understand the question, learn the methods, decode the figures, and identify limitations. Educators need ready-made, accurate teaching materials.

The pain

What makes papers hard to teach

  • Dense methods and unfamiliar terminology
  • Figures that are hard to decode
  • Limitations buried deep in the text
  • No ready-made discussion materials
  • Hard to connect to broader concepts
Who this is for

For Students & Educators

The OpenProof posture

AI-assisted, source-grounded, and author-reviewed — built to inform without overclaiming.

Always included

Limitations, a 'what this does not mean' section, and links to data, code, and the original paper.

What OpenProof creates

Generated teaching materials

Study guide

A structured path through the paper.

Glossary

Key terms defined plainly in context.

Figure walkthrough

How to read each figure, step by step.

Discussion questions

Prompts for journal clubs and seminars.

Methods breakdown

What the method can and cannot show.

Presentation slides

Teaching-ready, accurate, and clear.

Get started

Create a teaching-ready research page.