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Hard Tech/Robotics

What we learned from Hard Tech/Robotics 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

6

Average score

3.32 /5

Updated

Jun 15, 2026

Score breakdown — Hard Tech/Robotics average

App Completeness3.88/5
Early Traction2.00/5
Team Quality3.55/5
Market4.13/5
GTM2.62/5
Scalability4.07/5
Monetization2.98/5

Biggest weaknesses

Where Hard Tech/Robotics applications consistently fall short.

  • 1. Early Traction2.00/5
  • 2. GTM2.62/5
  • 3. Monetization2.98/5

Strongest dimensions

Where Hard Tech/Robotics applications tend to do well.

  • 1. Market4.13/5
  • 2. Scalability4.07/5
  • 3. App Completeness3.88/5

Score distribution

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What our AI judge actually said

Anonymized critique from real Hard Tech/Robotics applications (shared with founder consent).

You are a solo, part-time founder with zero users, zero revenue, racing against Google and NVIDIA who could build this in a quarter.

5.6/10·Brilliant technical thesis in a massive market, but no proof anyone will pay for it before the giants build it themselves.

Zero LOIs, zero pilots, zero revenue, and 4 months from first print, all bet on two founders building complex hardware before capital runs out.

7.9/10·Exceptional founders with rare domain fit, but pre-product execution risk is massive until they prove the prototype works and convert one customer meeting into money.

You have SpaceX telling you they need 10x capacity, but zero signed commitments, you are part time, and you are 4 months from a working prototype.

7.9/10·World-class team with rare domain fit attacking real pain, but racing the clock to prove customers will actually pay.

This is a pitch deck, not a YC application, with zero traction, no revenue, no users, and no proof garages will actually adopt or pay for it.

4.6/10·Big market, smart technical approach with NVIDIA validation, but entirely theoretical with no customer pull.

Five pilots is promising, but it's unclear if this scales beyond founder hustle or becomes a high-touch services business per project.

7.9/10·Strong technical team with rare insider access, but needs to prove repeatable GTM beyond advisor introductions.

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