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
VinoLens: AI Wine Scanner
Turn your phone into an expert Sommelier.
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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Build Kit
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A product spec, screen plans, and build steps for your coding agent.
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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 VinoLens: AI Wine 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 faster processing algorithms and improve AI accuracy.
Assumption to check: Users often find wine scanning inaccurate or slow.
Validate with people who use this workflow before building.
Hypothesis 2
Integrate local store data and availability.
Assumption to check: Limited information on local wine availability.
Validate with people who use this workflow before building.
Hypothesis 3
Simplify navigation and provide onboarding tutorials.
Assumption to check: Navigation can be confusing with many features.
Validate with people who use this workflow before building.
Hypothesis 4
Add gamification features and personalized recommendations.
Assumption to check: Lack of user engagement tools like quizzes or recommendations.
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
Turn your phone into an expert Sommelier. Whether you are a wine connoisseur or just looking for the perfect bottle for dinner, WineLens helps you make confident choices in seconds. Powered by advanced AI, we go beyond simple scanning to offer a personalized wine tasting and dining experience. KEY FEATURES: - Instant AI Label Recognition Simply scan any wine label to instantly reveal detailed information: Name, Vintage, and Region Alcohol by Volume (ABV) and Grape Variety Rich Taste Tags (Fruity, Oaky, Dry, etc.) Community Ratings & Real User Reviews - AI Food & Menu Pairing Never struggle with pairings again. Scan the Menu: At a restaurant? Take a photo of the wine list, and our AI will recommend the best bottle to match your meal and budget. Scan the Wine: Have a bottle but don't know what to cook? We suggest the perfect dishes to enhance the flavor. - Find "Hidden Gems" Smart Dupes Love the taste of a premium vintage but not the price? Our "Smart Recommendation" engine analyzes flavor profiles to suggest affordable alternatives that taste just like your expensive favorites. Find high-quality wines at a fraction of the cost. - Your Personal Wine Journey Daily Picks: Receive daily recommendations tailored to your taste preferences. AI Tasting Notes: Not sure how to describe what you're drinking? Our AI generates professional-grade tasting notes and appreciation guides for you. Favorites & Collections: Save wines to your personal cellar and organize them by custom categories. About Subscriptions The app may offer a free trial to access premium features. After the trial ends, the subscription automatically renews and charges your Apple ID unless canceled at least 24 hours before the end of the trial or subscription period. Payment is charged to your Apple ID upon purchase confirmation. Subscriptions can be managed or canceled in your Apple ID account settings. Privacy Policy: https://redwine.firepk.com/privacy Terms of Use: https://redwine.firepk.com/terms Download WineLens today and drink smarter.
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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
Axios
React Navigation
Async Storage
TensorFlow.js
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.
