[iOS/Android] SnapBites — AI nutrition tracker that logs meals from a photo in 5 seconds

Hey everyone! I'm a solo dev and I built SnapBites — an AI-powered nutrition tracker. Instead of spending 15 minutes manually searching databases like in MyFitnessPal, you just snap a photo of your meal and AI breaks down the calories and macros in about 5 seconds.

What makes it different from other trackers:

  • **Photo-first tracking** — point your camera at food, get instant nutrition breakdown. No typing, no searching.
  • **Daily health score (0-100)** — a single number that tells you how well you're eating based on macros, consistency, variety, and meal timing.
  • **Accountability groups** — create or join a group with friends, compete on weekly leaderboards. Think "fitness accountability but for nutrition."
  • **Privacy-first** — you share your health score with your group, not your actual food photos. No food shaming.

I'm specifically looking for feedback on:

  1. How accurate is the AI at recognizing your meals? (especially curious about non-American foods)
  2. Is the health score motivating or confusing?
  3. Would the group/leaderboard features keep you coming back daily?
  4. Any bugs or UX friction you hit?

**Download links:**

I read and respond to every piece of feedback. If you try it out, honest App Store/Play Store reviews would be hugely appreciated — we're at zero reviews right now and trying to build from scratch. Thanks!

Posted Apr 5, 2026, 3:06 PM UTC

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