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.
App Overview
Dish Recognizer
Dish Recognizer is your ultimate food companion! Whether you're a foodie, a home cook, or just curious about what's on your plate, this app makes it easy to identify food meals, get delicious recipes, and track calori...
$1.99 · In-app purchases
PRICE
$1.99
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.
Build your own version
Build Kit
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A product spec, screen plans, and build steps for your coding agent.
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Combine features and design from your favorite apps.
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What should your app do differently? Your note travels with the kit so your coding agent builds around your idea.
What's included15 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.
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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Free quick prompt For a smaller starting point
Quick prompt
Good fit for mobile-first iOS and Android prototypes with managed app scaffolding.
// RORK SYSTEM PROMPT
Rork plan preview for Dish Recognizer: 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 image quality checks before processing.
Assumption to check: Users may struggle with image quality leading to inaccurate results.
Validate with people who use this workflow before building.
Hypothesis 2
Integrate community-based submissions to expand dish database.
Assumption to check: Limited dish database may not recognize all dishes.
Validate with people who use this workflow before building.
Hypothesis 3
Optimize recognition algorithms for faster results.
Assumption to check: High processing time for image recognition could frustrate users.
Validate with people who use this workflow before building.
Hypothesis 4
Offer a free trial or additional value to premium features.
Assumption to check: Subscription model may deter users if not justified.
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
Dish Recognizer is your ultimate food companion! Whether you're a foodie, a home cook, or just curious about what's on your plate, this app makes it easy to identify food meals, get delicious recipes, and track calorie content—all with just a snap of your camera. How It Works: Snap a Photo: Take a picture of any meal using your camera or choose one from your gallery. Identify the Meal: Our advanced AI-powered food recognition instantly identifies the dish. Get Recipes & Calories: Discover step-by-step recipes and detailed calorie information for your meal. Key Features: Food Recognition: Accurately identify over 100+ food dishes using cutting-edge AI technology. Recipe Suggestions: Get detailed recipes for the identified meal, complete with ingredients and instructions. Calorie Tracker: Know the calorie content of your meal to make informed dietary choices. User-Friendly Interface: Simple, modern, and intuitive design for a seamless experience. Camera & Gallery Integration: Easily take photos or upload images from your gallery. First-Run Welcome Guide: A friendly welcome screen to help you get started quickly. Why You'll Love It: Perfect for Foodies: Explore new dishes and learn how to cook them at home. Great for Health Enthusiasts: Track calories and make healthier food choices. Ideal for Travelers: Identify local dishes while traveling and get recipes to recreate them later. Fun & Educational: Learn about different cuisines and their nutritional values. Download Now: Ready to explore the world of food like never before? Download Dish Recognizer today and turn every meal into an adventure!
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 Native
Expo
Firebase
TensorFlow Lite
React Navigation
Axios
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.
