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An app that logs your meal's calories from a photo

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HN · launched Jul 30, 2026 · 11 upvotes (top 42%) · 0 views

Niche: photo food tracking and nutrition apps · 92 launches, 10 in the last 7 days ▲ +25% · Explore this niche →

Category and tags

  • Healthcare
  • Vertical SaaS
  • B2C
  • AI-native
  • Commercial product

Visit website ↗ Source listing ↗

Could you build this?

Yes Better is a standard mobile CRUD application combining workout tracking with vision-based calorie estimation by passing uploaded meal photos to an LLM multimodal API.

Discussion

19 comments analyzed.

Competitors mentioned: Other photo-based calorie counter apps, Apple Health/fitness apps, Manual food logging apps

Concerns raised: Photos cannot detect invisible ingredients (milk, butter, sugar, oil, dressing), No depth information to determine actual portion sizes, Cannot see what's hidden behind visible food, Accuracy issues with messy or mixed plates, Same limitations as every previous attempt at this concept

Feature requests: Smartwatch integration with rest timer notifications, Voice logging for workout tracking, Zero-effort logging while exercising (mid-workout input), Ability to log entire workout once at end instead of during, Minimal manual effort required during exercise sessions

Competitors

Other products that read as similar to this one : 493 launches clear the similarity bar, closest 8 shown.

Attention rank: #195 of 494 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 268 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.