App Overview

Calo: AI Food Calorie Counter icon

Calo: AI Food Calorie Counter

Next Vision Limited · Health & Fitness

Achieve Your Weight Goals with Ease Using Calo

Free · In-app purchases

PRICE
Free
In-app purchases
BUSINESS MODEL
Freemium
No overall Grossing estimate available
RATING
★ 4.7
27,471 ratings · Top 15%

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 included17 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 Calo: AI Food Calorie Counter: 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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App evidence

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

Screenshots

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App Store description

Achieve Your Weight Goals with Ease Using Calo Looking for an effective way to meet your weight and health goals? Welcome to Calo, your go-to app for seamless calorie tracking, meal planning, and adopting a healthier lifestyle. Introducing Calo: Your essential companion in reaching weight goals and improving your health! Key Features: - Calorie Counter: Tailored to your needs, our app uses science-based algorithms to set personalized calorie goals. Track your meals and snacks effortlessly with our intuitive tracker, which provides detailed nutritional information to help you make informed choices. - Macro Tracker: Beyond calorie counting, our app offers a personalized macros program. Get recommendations for protein, carbs, and fats based on your activity level and diet preferences, including balanced, low-carb, low-fat, keto, vegan, vegetarian, paleo and more. - AI-Powered Food Logging: Simplify your diet tracking with our AI-driven feature. Log meals by taking a photo or typing, and let our smart technology handle the rest. Enjoy dining out without the hassle of manual entries. - Barcode Scanner: Quickly access nutritional data by scanning the barcodes of packaged foods. Ideal for specialized diets, this feature helps you make informed food choices wherever you are. - Solid Scientific Base: Our calorie counting is grounded in a scientific foundation, using the Mifflin-St Jeor equation for Basal Metabolic Rate (BMR) and Total Daily Energy Expenditure (TDEE). This ensures a more precise, personalized calorie budget tailored to your lifestyle. - Personalized Meal Plans: Receive meal plans designed to maximize nutrient intake. Based on your eating habits and preferences, our app crafts a plan that aligns with your health goals and dietary needs. - Weight Loss Recipes: Success starts with knowing what to eat. Calo offers individualized meal plans with balanced recipes that help manage hunger and support your weight loss journey. Whether you're a beginner or advanced, customize your recipes to fit your goals. - Recipe Recommendations: Enjoy balanced meals throughout the day with our personalized meal plans. We design a plan that fits your eating habits and maximizes nutrient intake, helping you maintain a healthy diet during your eating window. Transform your relationship with food and fitness with Calo. Download now and start your journey towards a healthier you! Subscription Information: • Payment will be charged to your iTunes Account at the time of purchase confirmation. • Subscription automatically renews unless auto-renew is turned off at least 24 hours before the end of the current period. • Your account will be charged for renewal within 24 hours prior to the end of the current period. • Any unused portion of a free trial period, if offered, will be forfeited when the user purchases a subscription. • Subscriptions may be managed by the user, and auto-renewal can be turned off by going to the user's Account Settings after purchase. Note: This app is developed for informational purposes only. Always consult your doctor before starting any diet plan. Results can vary. Terms of Use: https://app-service.foodscannerai.com/static/user_agreement.html Privacy Policy: https://app-service.foodscannerai.com/static/privacy_policy.html Contact us: [email protected]

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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 AI food recognition to simplify logging meals.

Assumption to check: Users often find calorie counting tedious and time-consuming.

Validate with people who use this workflow before building.

Hypothesis 2

Integrate community-driven food logging for better coverage.

Assumption to check: Limited food database leading to missing entries.

Validate with people who use this workflow before building.

Hypothesis 3

Provide clear value propositions and easy access to premium features.

Assumption to check: Subscription model can be confusing for users.

Validate with people who use this workflow before building.

Hypothesis 4

Enhance AI model for improved accuracy in food recognition and calorie counting.

Assumption to check: Inconsistent data accuracy for food items.

Validate with people who use this workflow before building.

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.

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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.