Nicheloom visits: 58,301 all-time · 7,637 in the last 7 days

The opportunity tracker for new startups.

Today: 1,008 launches · Niche of the day: specialized calculation tools · See what launched today →

Cality

Up to 99% Accurate AI Calorie Tracking

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.

Snap, say or scan a meal. Cality lists each ingredient and its grams, lets you fix anything, and counts calories and macros. For iPhone, in English and Arabic.

PH · launched Sep 25, 2026 · 1 upvote (top 69%) · 1 view

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

Category and tags

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

Visit website ↗ Source listing ↗

Could you build this?

Yes This can be vibe-coded as a mobile app utilizing vision-capable multimodal LLM APIs (e.g., GPT-4o) combined with a nutritional database API like USDA FoodData Central.

Competitors

Other products that read as similar to this one : 589 launches clear the similarity bar, closest 8 shown.

Attention rank: #501 of 590 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 260 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.