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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

Jun 15, 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 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.

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.

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.

You pitch full service ownership as your moat, but services don't scale, show me the automation roadmap or this stays a high revenue consulting business.

8.1/10·Strong international B2B traction with real wedges, but scalability is unproven, venture outcome depends on gross margins not shown here.

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.

$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.

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