App Overview

GrapeGuru – Wine & Pairing App icon

GrapeGuru – Wine & Pairing App

Grape Guru UG (haftungsbeschränkt) · Food & Drink

Grape Guru – AI Wine Scanner, Cellar Manager & Food Pairing

Free

PRICE
Free
No in-app purchases
BUSINESS MODEL
Free
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 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.

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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> SELECT BUILD PLATFORM:

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

// RORK SYSTEM PROMPT
Rork plan preview for GrapeGuru – Wine & Pairing App: 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

Provide detailed tasting notes and winery backgrounds.

Assumption to check: Limited wine information leads to user frustration.

Validate with people who use this workflow before building.

Hypothesis 2

Implement advanced search filters for better results.

Assumption to check: Poor search functionality may miss results.

Validate with people who use this workflow before building.

Hypothesis 3

Add social sharing options for wines.

Assumption to check: Lack of social features for sharing recommendations.

Validate with people who use this workflow before building.

Hypothesis 4

Incorporate a tasting profile for personalized suggestions.

Assumption to check: No personalized recommendations based on user taste.

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

Grape Guru – AI Wine Scanner, Cellar Manager & Food Pairing Scan any wine label and get everything you need to know in 4 seconds – flavor profile, aromas, drinking window, and the perfect food pairing. No searching, no guessing. Just scan, learn, enjoy. Grape Guru is the only AI-native wine scanner: Instead of matching labels against a static database, our AI analyzes every label individually – including rare wines that other apps don't recognize. WINE SCANNER – ANY LABEL IN SECONDS Photograph a wine label and instantly receive: flavor profile, aromas, origin, grape variety, drinking window, and serving recommendations. Scan front and back for even more precise results. FOOD PAIRING – THE PERFECT WINE FOR EVERY DISH Photograph your meal and get instant wine recommendations – straight from your own wine cellar. Or describe a dish and let our AI surprise you. Every recommendation comes with an explanation of why wine and food work together. RESTAURANT MODE – CONFIDENT AT ANY RESTAURANT Scan the wine list, select your dish from the menu – and Grape Guru recommends the best wine from what's available. With a clear explanation. Never feel uncertain ordering wine again. At home or at a shop! YOUR DIGITAL WINE CELLAR Manage your entire wine collection in one place. Every bottle with a drinking window indicator: Green – perfect now. Yellow – let it age. Red – drink soon! Always know which bottle to open next. WINE COURSES IN BITE-SIZED FORMAT Short video lessons in Instagram-style instead of hour-long lectures. Wine knowledge in 60 seconds – presented by one of Germany's most popular wine creators. Plus adaptive quizzes that adjust to your level. From beginner to advanced. WINE LIBRARY Grape varieties, wine regions, glossary, and practical tips – all in one place. Clearly written, always accessible. YOUR WINE JOURNEY Earn XP, unlock achievements, and track your progress – from your first scan to becoming a true wine connoisseur. Your personal wine profile grows with every glass. Grape Guru is built by three wine lovers from Germany – no investors, no ads, just passion. We make wine more accessible and help you enjoy every glass a little more. Start for free. Unlimited wine scanner, up to 25 bottles in your cellar, starter courses, and the full gamification system – all free. Premium for collectors: Unlimited cellar, all courses, advanced analytics, unlimited food pairing, and restaurant mode. Privacy & Terms of Use Your data is safe with us. We comply with European data protection standards (GDPR) and store your wine data encrypted. Privacy: https://grapeguru.de/datenschutz Terms: https://www.apple.com/legal/internet-services/itunes/dev/stdeula/

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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
Supabase
Axios
react-navigation
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.