App Overview

SnapAI: AI Calorie Scanner icon

SnapAI: AI Calorie Scanner

Adconcept OU · Food & Drink

SnapAI — AI calorie scanner for everyday food tracking

Free · In-app purchases

PRICE
Free
In-app purchases
BUSINESS MODEL
Freemium
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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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 SnapAI: AI Calorie Scanner: map the core Food & Drink 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 a feedback loop for users to correct or confirm scanned data.

Assumption to check: Users struggle with inaccurate scanning results.

Validate with people who use this workflow before building.

Hypothesis 2

Allow users to set dietary restrictions and preferences.

Assumption to check: Limited customization for dietary preferences.

Validate with people who use this workflow before building.

Hypothesis 3

Provide clear explanations and benefits for premium features.

Assumption to check: In-app purchases may confuse users.

Validate with people who use this workflow before building.

Hypothesis 4

Add social sharing options for scanned items and diet progress.

Assumption to check: Lack of community or social features.

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

SnapAI — AI calorie scanner for everyday food tracking SnapAI is an AI-powered calorie scanner that helps you understand what you eat every day. Simply scan food by photo and track calories, nutrition, and macros without manual logging. The app is designed for easy calorie counting, meal tracking, and daily food analysis. SnapAI works as a smart food scanner, calorie counter, and nutrition tracker in one simple tracker app. Scan food and analyze every meal Take a photo of your meal and let AI recognize food automatically. SnapAI performs instant meal analysis by identifying food items, estimating calories, and analyzing ingredients from your photo. Use SnapAI as a photo calorie counter, food calorie scanner, and AI food scanner for everyday meals. Scan food once and get clear meal insights without manual input. Track calories, macros, and meal nutrition SnapAI helps you track calories and macros every day. Monitor carbs, protein, and total calorie intake with a simple calorie tracker and macro tracker. Whether your goal is weight loss, weight gain, or maintaining a calorie deficit, SnapAI supports diet tracking, meal tracking, and consistent calorie counting. Ingredients analysis made simple Understand what’s inside your food with smart ingredients analysis. SnapAI analyzes ingredients and nutrition data to help you make informed food choices. Use SnapAI as a nutrition calculator, nutrition scanner, and food nutrition tracker to review ingredients, meal composition, and overall food quality. Daily food log and meal history Build a daily food log and track meals over time. SnapAI works as a food diary, eating tracker, and food tracking app for everyday use. Review your meal history, track food intake, and stay consistent with healthy habits using one simple calorie tracking app. Designed for real life diets and goals SnapAI fits different lifestyles and diet goals. Use it as a diet tracker, calorie counting app, or food tracker for weight loss or weight gain. From everyday meals to structured diet plans, SnapAI makes food tracking, meal analysis, and ingredient tracking simple and accessible. Start tracking with SnapAI Turn your phone into a smart calorie scanner and meal tracking app. Scan food, analyze meals, review ingredients, and track nutrition with AI — all in one place. A free trial is available. Subscription options unlock unlimited scans and advanced tracking features.

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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
React Native
Expo
Zustand
axios
react-navigation
expo-camera
BUILD KIT DIFFICULTY
Intermediate

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.