App Overview

ZOE Health: AI Meal Tracker icon

ZOE Health: AI Meal Tracker

Zoe Limited · Health & Fitness

ZOE’s app helps you build healthy eating habits, eat more mindfully, and understand your nutrition, one meal at a time

Free · In-app purchases

PRICE
Free
In-app purchases
BUSINESS MODEL
Freemium
No overall Grossing estimate available
RATING
4.8
5,746 ratings · Top 5%

Evidence scope: No current overall US chart position is available. Category-chart positions shown in discovery are a separate scope. Revenue is a directional model estimate, not verified earnings.

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What's included18 files

A product spec, phased build plan, differentiation notes, and screen references.

  • START_HERE
  • AGENTS
  • EVIDENCE
  • SPEC
  • BUILD_PLAN
  • DIFFERENTIATION
  • skills/
  • screens/
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Illustrative example: an invoice app for independent contractors. Your kit is tailored to the app you choose; this is not its generated content.

Feature spec

Goal: Send a clear invoice after finishing a job.

  • Add a client, line items, a due date, and payment instructions.
  • Preview the total before exporting a PDF.
  • Keep an editable draft if export fails.

Screen plan

Invoice editor: Client at the top, editable line items in the middle, total and preview action at the bottom.

States: Empty draft, validation errors beside each field, exporting, and a retry action that preserves the draft.

Differentiate and validate

Hypothesis: Contractors need faster repeat invoices more than more templates.

First experiment: Test duplicating a previous job with five contractors. Watch where they hesitate before expanding the feature set.

The full kit adds a phased build plan, evidence notes, tool prompts, and implementation guidance. It is a plan for your coding agent, not a finished app.

Usage: Mechanics are fair game; never reuse the original name, branding, assets, or verbatim copy.

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> SELECT BUILD PLATFORM:

Good fit for mobile-first iOS and Android prototypes with managed app scaffolding.

// RORK SYSTEM PROMPT
Rork plan preview for ZOE Health: AI Meal Tracker: map the core Health & Fitness workflow, choose the smallest differentiated feature set, define the data and monetization boundaries, then prototype the riskiest user journey first.
            

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Opportunities

AI-GENERATED OPPORTUNITY HYPOTHESES

These are generated suggestions, not verified review quotations. Check current App Store reviews and speak with users before treating a possible gap as a requirement.

Hypothesis 1

Use AI to suggest meals based on user data.

Assumption to check: Difficulty logging meals accurately

Validate with people who use this workflow before building.

Hypothesis 2

Expand recipe database and add filtering options.

Assumption to check: Limited recipe suggestions

Validate with people who use this workflow before building.

Hypothesis 3

Incorporate daily reminders and challenges.

Assumption to check: User engagement drops after initial use

Validate with people who use this workflow before building.

Hypothesis 4

Simplify payment options and clarify benefits of premium features.

Assumption to check: Subscription confusion

Validate with people who use this workflow before building.

App evidence

Original App Store material. Ratings and screenshots describe the existing app, not proof of demand for your version.

App Store description

ZOE’s app helps you build healthy eating habits, eat more mindfully, and understand your nutrition, one meal at a time. Because what you eat can improve your energy, mood, gut health, and sleep. Powered by cutting-edge research, AI food scoring, microbiome data, and the world’s largest nutrition study run by ZOE, our app delivers science-backed nutrition insights — cutting through the noise of misleading food marketing and confusing dieting advice. So, whether your goal is to eat less heavily-processed foods, eat more fiber, or simply understand what’s actually inside your food — ZOE’s AI food scanner helps you make informed food choices backed by science, not trends. ZOE empowers healthy eating with daily nutrition guidance and a smart food tracker. Our app gives you instant, science-backed answers to support smarter food choices and long-term health. It helps you shift your focus from counting calories to nutrition and food quality — making healthy eating simple, sustainable, and enjoyable. Here’s what you can do with ZOE’s science-backed nutrition app:
 SCAN A MEAL TO SEE ITS RISK With the barcode scanner, ZOE’s App uses our Processed Food Risk Scale to reveal your food’s risk score, helping you understand how a food's processing might impact your health. You’ll get clear, evidence-based nutrition feedback in seconds, based on science — not marketing spin. The Risk Scale reveals a food’s rating — from no risk to high risk. Built by ZOE’s world-leading scientists, this tool cuts through confusing labels and health marketing buzzwords, so you can make smarter food choices every time you eat. SNAP A MEAL TO KNOW IT’S HEALTHY With a single photo, our app gives you evidence-based nutrition feedback in seconds, powered by ZOE’s unique food database. When you log a meal, ZOE will instantly tell you how healthy it is. With photo food logging, you can receive nutrition guidance from your AI diet coach. ZOE gives you daily nutrition insights and meal scoring, helping you eat mindfully and make healthier food choices that support your eating habits, healthy cooking, weight loss and weight maintenance goals, and overall well-being. BUILD BETTER EATING HABITS, ONE SCORE AT A TIME Whether you want to cut back on high-risk processed foods or eat more plants, ZOE’s AI Food Scanner makes it easy to build healthy eating habits that last. Receive daily nutrition insights and meal scoring to eat mindfully and make healthier food choices. Track your progress with daily scores, streaks, and achievable goals — no calorie counting or annoying guesswork. FEATURES - Use the barcode scanner on packaged food to reveal the risk - Snap a photo of your meals and snacks to see how they score - Understand how processed foods might impact your health - Monitor daily meals and nutrition with simple, visual feedback - Track progress and build streaks toward smarter eating - Get rewarded for making healthy decisions and reaching healthy eating goals - Access nutrition coaching tools that make eating healthy simple and sustainable - Plan smarter dishes by making simple swaps, adding fiber, or bringing more variety to your plate ZOE means life. And can change how you eat, feel, and live — starting with your next snap or scan in the app.

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Screenshots

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Build scope

Plan a focused first version with your coding agent. These are planning assumptions, not a delivery guarantee.

Define the first version

Choose one audience and one core workflow. Use the kit to agree on its screens, data, and acceptance criteria before building.

Set boundaries

Decide which secondary features, integrations, and platform support can wait. Your version does not need to reproduce everything in the original.

Check the hard parts

Validate external services, specialist technology, data access, and ongoing costs for your chosen scope.

SUGGESTED BUILD STACK
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BUILD KIT DIFFICULTY
Advanced

From the Build Kit assessment.

A reliable timeline needs an agreed scope and a technical check. Ask your agent to estimate the phases in BUILD_PLAN.md after that review.