Nicheloom visits: 58,069 all-time · 7,637 in the last 7 days

The opportunity tracker for new startups.

Today: 1,953 launches · Niche of the day: specialized calculation tools · See what launched today →

Aesthetix AI

AI physique score and muscle heat map from 2 photos

Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.

Want to reach these readers? Sponsor an issue.

Take a front and back photo and get an overall physique score, body fat estimate and a muscle heat map showing what's strong and what's lagging. Tap any muscle for a breakdown, track progress across scans and see your potential. iPhone, first scan free.

PH · launched Nov 1, 2026 · 2 upvotes (top 19%) · 0 views

Niche: fitness and health trackers · 434 launches, 41 in the last 7 days ▼ -7% · Explore this niche →

Category and tags

  • Horizontal
  • Analytics & BI
  • B2C
  • AI-native
  • Commercial product
  • Health & Fitness
  • Fitness

Visit website ↗ Source listing ↗

Could you build this?

Partial The app flow and UI are easy to build, and a vision model can produce a rough score. Accurate body-fat estimates and muscle-level heat maps from two photos need a labeled dataset and a calibrated model that a solo builder won't have.

What it would actually take: Use a pose and body segmentation model on front and back photos, then a regression model that maps the features to body-fat and muscle-development scores. Training that model needs a large labeled set of scans with DEXA or similar ground truth, plus validation to avoid misleading outputs. Credibility depends on data and ML expertise, not app code.

Competitors

Other products that read as similar to this one : 213 launches clear the similarity bar, closest 8 shown.

Attention rank: #24 of 214 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 222 days after the earliest competitor.

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.