Class Disrupted The Impact of AI Optimization on the Use of Time, Space, and Resources in Schools
Feb 5, 2026
Paymon Rouhanifard, CEO and co-founder of Timely and former superintendent, builds AI tools to automate school master schedules. He discusses how AI optimization replaces slow manual processes. Conversations cover time savings, resource allocation, district case studies, integration challenges, and the promise and risks of AI in classroom workflows.
AI Snips
Chapters
Books
Transcript
Episode notes
Master Schedule Is The School's Operating System
- Master schedules are the operational backbone that shape student experience and resource allocation.
- Paymon explains schedules govern courses, staffing, rooms, and constraints and therefore reflect district priorities across the year.
AI Optimization Solves The Scheduling Math Problem
- Timely uses AI optimization (not generative LLMs) to solve the mixed integer linear math problem of scheduling.
- Inputs include course requests, staff credentials, rooms and hard constraints; the engine then computes feasible schedules.
From Sticky Notes To 30 Minute Schedules
- Typical school teams spend hundreds of hours building master schedules each year and often use sticky notes, whiteboards, or Google Sheets.
- Paymon contrasts that manual toil with Timely producing schedules in 30 minutes to a few hours, saving hundreds of hours.
