EDNA
100% on-device human sensing so AI can perceive the user
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HN · launched Nov 14, 2026 · 5 upvotes (top 86%) · 0 views
Niche: computer vision software and models · 225 launches, 11 in the last 7 days ▼ -45% · Explore this niche →
Category and tags
- Horizontal
- Data infrastructure
- B2B
- AI-native
- Commercial product
Visit website ↗ Source listing ↗
More like this: all 225 launches in computer vision software and models →
Could you build this?
No The product's core is a proprietary on-device behavioral-biometric engine (EDNA-1) that classifies 16 channels of human behavior, which is novel modelling research that a vibe-coded wrapper cannot replicate.
What it would actually take: The SDK, login, billing, and API layers are standard web work. The defining component is a behavioral-biometric model that must be designed, trained on large labelled interaction datasets, and validated for accuracy and spoof resistance. That requires ML research expertise and data collection at scale, and proving the claims would need independent evaluation.
Discussion
1 comment analyzed.
Competitors mentioned: AI detectors
Concerns raised: AI detection will fail as AI better mimics humans
Competitors
Other products that read as similar to this one : 3834 launches clear the similarity bar, closest 8 shown.
Attention rank: #3191 of 3835 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 381 days after the earliest competitor.
- pi-humanity-protocol · github · 2026-09-22 · 9 upvotes · similarity 0.63
- Intelligence Factory · yc · 2026-05-30 · 33 upvotes · similarity 0.62
- ei · github · 2026-09-30 · 13 upvotes · similarity 0.60
- ghosthand · github · 2026-10-27 · 29 upvotes · similarity 0.60
- hook-everything · github · 2026-11-03 · 18 upvotes · similarity 0.60
- Misanthropic · hn · 2026-09-29 · 5 upvotes · similarity 0.60
- Silica: Actuators for Physical AI · yc · 2026-10-28 · 4 upvotes · similarity 0.59
- Android-on-Device Harness · hn · 2026-09-28 · 6 upvotes · similarity 0.59
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.