App Overview

Freedom Eats icon

Freedom Eats

Matthew Cunningham · Health & Fitness

Freedom Eats is an AI-powered nutrition coach designed to help you make informed food choices and build healthier eating habits.

$7.99 · In-app purchases

PRICE
$7.99
In-app purchases
BUSINESS MODEL
Paid
No overall Grossing estimate available
RATING
N/A
No ratings yet

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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Build Kit

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A product spec, screen plans, and build steps for your coding agent.

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What's included16 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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Quick prompt

> SELECT BUILD PLATFORM:

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

// RORK SYSTEM PROMPT
Rork plan preview for Freedom Eats: 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

Implement user-generated content for food entries.

Assumption to check: Inaccurate food database leading to incorrect logging.

Validate with people who use this workflow before building.

Hypothesis 2

Add features for specific diets (keto, vegan, etc.).

Assumption to check: Limited customization for dietary preferences.

Validate with people who use this workflow before building.

Hypothesis 3

Introduce community challenges and sharing options.

Assumption to check: Lack of social features for motivation.

Validate with people who use this workflow before building.

Hypothesis 4

Enable offline food logging with local storage.

Assumption to check: No offline capabilities.

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

Freedom Eats is an AI-powered nutrition coach designed to help you make informed food choices and build healthier eating habits. Subscription Required An active paid subscription, purchased through In-App Purchase, is required to access and use Freedom Eats and its AI-powered features. Subscription plans and pricing are displayed in the app before purchase. Features: • Personalized nutrition guidance • AI-powered meal recommendations • Food tracking and dietary insights • Goal-based coaching for healthy eating and weight management • Progress monitoring and actionable recommendations Whether you want to improve your eating habits, better understand your meals, or work toward your personal nutrition goals, Freedom Eats provides personalized AI-powered support to help you stay on track. Subscription Information Subscriptions are purchased through Apple In-App Purchase and automatically renew unless cancelled. Your subscription price and renewal terms are displayed before you complete your purchase. Terms of Use (EULA): https://www.apple.com/legal/internet-services/itunes/dev/stdeula/

Written user reviews are not shown here. Check current App Store reviews >

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
React Navigation
Axios
Victory Native
React Query
Expo
Zustand
BUILD KIT DIFFICULTY
Starter

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.