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ControlAI for universities — how it works

This is an explainer document about the university edition of ControlAI: what it is, how the whole flow works — from the classroom camera to the class-session report — what the system can do, and who benefits and how. The goal is that after reading it, no question remains about exactly how ControlAI works at a university.

Who it's for

For anyone who needs to understand the product as a whole:

  • the rectorate and deans — to see why this matters and what it gives the university;
  • the quality-control office (ichki ta'lim sifati nazorati bo'limi) and heads of department — to understand how the system helps in their day-to-day work;
  • instructors — to see that ControlAI is a helper with personal statistics and an automatic summary of every class session, not a "surveillance camera";
  • new team members and partners — to get up to speed quickly.

How this document differs from the others

This one is about the product, in plain terms: what it does and why. It deliberately leaves out technical details ("how it's built under the hood") and the business side. It's a self-contained document — you can read it in full, on its own.

Table of contents

A. Introduction 1. What ControlAI is 2. Why a university needs ControlAI

B. How it works 3. The journey of one class session — from the classroom camera to the finished report 4. What ControlAI can do 5. Metrics and what they mean 6. How the instructor rating is calculated 7. Reliability: no class session gets lost

C. Where it lives (the admin panel) 8. Inside the admin panel — an overview and role-by-role guides 9. Sample results

D. Who benefits, and how 10. Value for everyone — from the rectorate to the instructor 11. A day in the life

E. Rollout 12. What the university needs to provide / how we connect 13. How we roll it out (onboarding)

F. Trust, boundaries, future 14. Privacy and trust 15. Boundaries: what ControlAI does NOT do 16. Roadmap

G. Reference 17. Glossary

How to read it

  • Start to finish — for a complete understanding of the product.
  • Chapter by chapter — if you need something specific (say, "how the instructor rating is calculated" or "what the university needs to provide"). Chapters are cross-linked, and unfamiliar terms are collected in the glossary.

A "(roadmap)" note anywhere in the text means the feature is technically feasible but not yet built — all such items are collected in the Roadmap chapter.