What we learned from Hardware 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
9
Average score
3.29 /5
Updated
Jul 16, 2026
Score breakdown — Hardware average
Biggest weaknesses
Where Hardware applications consistently fall short.
- 1. Early Traction2.26/5
- 2. GTM2.50/5
- 3. Monetization3.04/5
Strongest dimensions
Where Hardware applications tend to do well.
- 1. App Completeness4.12/5
- 2. Team Quality3.89/5
- 3. Scalability3.66/5
Score distribution
What our AI judge actually said
Anonymized critique from real Hardware applications (shared with founder consent).
“You claim Fortune 500 pilot agreements after one month with no product, which either means you are inflating conversations into commitments or you left out critical context.”
5.1/10·Strong technical builders who just met, but zero traction and unsubstantiated claims hurt credibility. Get out of CAD and into PT clinics now.
“After a year full-time and five YC applications, you have $4 in revenue and zero corporate buyers, no validator interest, and no proof anyone wants cryptographically verified RECs.”
5.7/10·Impressive builder with real domain expertise, but you have not proven a single corporate buyer will pay for this.
“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.
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