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Edtech

What we learned from Edtech YC applications

Aggregate insights from real applications roasted on YC Roaster — the patterns YC partners look for, and the weaknesses that come up over and over.

Apps analyzed

12

Average score

3.08 /5

Updated

Jul 16, 2026

Score breakdown — Edtech average

App Completeness3.75/5
Early Traction2.72/5
Team Quality3.29/5
Market3.33/5
GTM2.78/5
Scalability2.98/5
Monetization2.71/5

Biggest weaknesses

Where Edtech applications consistently fall short.

  • 1. Monetization2.71/5
  • 2. Early Traction2.72/5
  • 3. GTM2.78/5

Strongest dimensions

Where Edtech applications tend to do well.

  • 1. App Completeness3.75/5
  • 2. Market3.33/5
  • 3. Team Quality3.29/5

Score distribution

0-1
2
1-2
0
2-3
1
3-4
5
4-5
4

What our AI judge actually said

Anonymized critique from real Edtech applications (shared with founder consent).

You're restarting from zero while 8 competitors with millions of users can copy your content wedge in 6 months if you prove it works.

6.6/10·Strong builders with real distribution chops, but you need to move incredibly fast to prove retention before Duolingo wakes up.

This reads like a placeholder, not a serious YC application, missing fundamental information about product, team, traction, and strategy.

0.6/10·Not decision-ready. Resubmit with a working product, real users, founder credentials, and answers to basic questions.

You have big contracts but zero cash in bank, a high-touch service model, and an AI moat that might just be a ChatGPT wrapper with regional data.

8.3/10·Exceptional founder-market fit and real enterprise traction, now prove this scales beyond you closing every deal and hand-holding every student.

The music wedge is working now, but the path from niche feature to billion-dollar Duolingo competitor remains unproven and unclear.

8.4/10·Strong team with real traction, but needs to prove this scales beyond a $20M lifestyle business into a platform.

$3M in signed contracts but zero revenue recognized after two months raises serious payment and execution risk questions.

7.7/10·Strong founder-market fit and impressive sales, but you need to prove the AI works at scale without becoming a services company.

You have interest signals and conversations, not traction. Students saying they want it is not the same as students using it daily for months.

5.8/10·Impressive young builder with real execution speed, but this is a promising student project, not yet a proven venture-scale business.

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