STEM Education

Productive Math

An AI-supported platform focusing on productive failure in mathematics learning.

Productive Math

About This Product

Here's a counterintuitive idea: sometimes students learn better when they struggle first, succeed later. That's the 'productive failure' approach pioneered by Dr. Manu Kapur, and ProductiveMath makes it accessible through AI-powered problem generation.

Supported by the Bill & Melinda Gates Foundation and developed with the CLASS Lab, ProductiveMath flips traditional math instruction on its head. Instead of 'here's how to solve this, now practice,' we present engaging, narrative-based problems that make students think before they're taught the standard method. The result? Deeper understanding and mathematical resilience that standard instruction rarely achieves.

What educators love most is our supportive community where K-12 teachers share war stories, celebrate breakthroughs, and collaborate on implementation strategies. The platform provides everything needed for success: AI-generated problems tailored to student interests, comprehensive lesson planning tools, and real-time assistance during the beautiful chaos of productive struggle. We're not just changing how students learn math—we're building a movement of educators who believe that the right kind of challenge makes learning stick.

Research & Publications

Explore the academic research and publications that showcase the impact and effectiveness of Productive Math in educational settings.

Conference Paper
Best Paper Nominee (Late Breaking Results)

ProductiveMath: A Generative-AI-Powered App to Support Productive Failure Teaching

Rahimi, S.*, Ercan, D., Gao, R., Esmaeiligoujar, S., Babaee, M., Li, H., Zhang, S., Lee, S., Closser, A., & Botelho, A. F.
26th International Conference on Artificial Intelligence in Education (AIED 2025)
2025JulyPalermo, Italy
Conference Presentation

Supporting teachers to prepare for productive failure using an AI-powered algebra problem generator

Rahimi, S.*, Esmaeiligoujar, S.,* Gao, R.*, Celik, D.*, Li, H.*, & Botelho, A. F.*
American Educational Research Association (AERA) Annual Meeting 2025
2025AprilDenver, CO, USA

Partnership & Collaboration

CLASS Lab at University of Florida