AI Benchmarks, Standards, and Interoperability

Send us Fan Mail

John Gamba is Entrepreneur in Residence at Catalyst @ Penn GSE, where he mentors education entrepreneurs and leads the Milken-Penn GSE Education Business Plan Competition. Over 17 years, the competition has awarded $2M to ventures that have gone on to raise more than $200M in follow-on funding, with a strong focus on equity and research-to-practice impact.

The 2026 Milken-Penn GSE Education Business Plan Competition is now open for applications. The application is simple and due by February 11. Apply here.

💡 5 Things You’ll Learn in This Episode

1. How the Milken-Penn GSE Competition supports high-impact edtech founders
2. Why research-to-practice is critical for scalable education innovation
3. How AI in education is moving from experimentation to institutional adoption
4. What it takes to center equity while building sustainable edtech businesses
5. Why learning outcomes matter more than funding or reach alone

✨ Episode Highlights
[00:02:15] The evolution of the Milken-Penn GSE Competition
[00:09:26] From AI pilots to learning-science-driven implementation
[00:13:35] Responsible AI and avoiding “AI junk food” in education
[00:25:42] Keeping equity at the core of edtech innovation
[00:29:44] Measuring real impact beyond capital raised
[00:39:54] Why AI benchmarks and standards are the next frontier
[00:44:36] How founders can engage with Catalyst and Catapult

😎 Stay updated with Edtech Insiders! 

Follow us on our podcast, newsletter & LinkedIn here.

🎉 Presenting Sponsor/s:

Every year, K-12 districts and higher ed institutions spend over half a trillion dollars—but most sales teams miss the signals. Starbridge tracks early signs like board minutes, budget drafts, and strategic plans, then helps you turn them into personalized outreach—fast. Win the deal before it hits the RFP stage. That’s how top edtech teams stay ahead.

Innovation in preK to gray learning is powered by exceptional people. For over 15 years, EdTech companies of all sizes and stages have trusted HireEducation to find the talent that drives impact. When specific skills and experiences are mission-critical, HireEducation is a partner that delivers. Offering permanent, fractional, and executive recruitment, HireEducation knows the go-to-market talent you need. Learn more at HireEdu.com.

Tuck Advisors was founded by entrepreneurs who built and sold their own companies, frustrated by other m and a firms, they created the one they wished they could have hired but couldn't find. One who understands what matters to founders and whose North Star KPI is the percentage of deals closed. If you're thinking of selling your ed tech company or buying one contact Tuck advisors now.

Cooley LLP is the go-to law firm for education and edtech innovators, offering industry-informed counsel across the 'pre-K to gray' spectrum. With a multidisciplinary approach and a powerful edtech ecosystem, Cooley helps shape the future of education.