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
CellarVision: Wine Cellar AI
Scan a wine label
$9.99
PRICE
$9.99
No 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.
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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/
Preview a sample Build Kit No email needed
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 CellarVision: Wine Cellar AI: 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 social sharing and community features.
Assumption to check: Limited user engagement features
Validate with people who use this workflow before building.
Hypothesis 2
Use AI to suggest wines based on previous ratings.
Assumption to check: No recommendations based on user taste
Validate with people who use this workflow before building.
Hypothesis 3
Allow users to purchase or find wines online.
Assumption to check: Lack of integration with wine retailers
Validate with people who use this workflow before building.
Hypothesis 4
Add features to track and recommend peak drinking times.
Assumption to check: No tracking of wine aging or optimal drinking windows
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
Scan a wine label. In seconds, AI identifies the wine and fills in everything — producer, vintage, varietal, region, tasting notes, food pairings, drink window, and market value. No typing, no searching. Just point, scan, and drink better wine. **SCAN A LABEL, ADD A BOTTLE** Point your camera at any wine label. CellarVision's AI identifies the wine and adds it to your cellar in seconds. Barcode scanning also available for instant UPC/EAN lookup. **AI TASTING NOTES & FOOD PAIRINGS** Every bottle gets rich, AI-generated tasting notes and food pairing suggestions tailored to the specific wine. Perfect for deciding what to open tonight — and what to serve with it. **NEVER MISS THE PEAK** CellarVision automatically estimates drink windows based on varietal and style. Color-coded badges tell you at a glance what's ready to drink, what's still aging, and what needs your attention now. • Drink Soon — in window and ending within 2 years • In Window — currently at its peak • Aging — still developing • Past Peak — past the recommended window **TRACK YOUR COLLECTION VALUE** See the estimated market value of every bottle and your entire cellar. Watch your collection appreciate over time with monthly value snapshots. Your top 5% are flagged as Special Occasion bottles. **CONSUMPTION JOURNAL** When you open a bottle, log the moment. Date, occasion, your personal tasting notes, a rating, and an optional photo — all captured in one quick sheet. Just tap "Mark as Consumed" to log it instantly, or add details at your own pace. Your personal notes live alongside AI-generated tasting notes on every bottle. **SPENDING & DRINKING ANALYTICS** Understand your wine habits with detailed spending breakdowns, ROI tracking, and drinking history. Your consumption journal entries appear in the drinking timeline — complete with occasion badges, personal notes, and photo thumbnails. See your top producers, varietals, and regions. Know exactly where your money goes. **WISH LIST & PRICE COMPARISON** Save wines you want to buy and compare prices across Wine-Searcher, Wine.com, and Total Wine — all from one screen. Set price alerts and add purchases directly to your cellar. **EMAIL ORDER INGESTION** Forward your winery order confirmation emails to CellarVision. AI reads the email, extracts every bottle, and adds them to your pending inventory. When they arrive, one tap marks them as received. Shipping tracking included. **SMART ORGANIZATION** Bottles automatically sort into 10 flavor-based zones — Cabernet & Bordeaux, Pinot Noir & Burgundy, Sparkling, and more. Track multiple cellars and storage locations. **IMPORT FROM CELLARTRACKER** Already tracking your wines? Export your CellarTracker library and import it into CellarVision in one step. Every bottle comes over with full details. **COLLECTOR MILESTONES & BADGES** Earn badges as your cellar grows. Track scanning streaks. Compete on the anonymous leaderboard. Share beautifully designed bottle cards with friends. **DESIGNED FOR YOUR DEVICE** Beautiful in both light and dark mode. Follows your system appearance automatically. **FREE TO START** • 5 AI label scans free • Unlimited manual entry and barcode scans • Consumption journal with date, occasion, notes, rating & photo • Smart zone organization • Drink window tracking • Wish list with price comparison • Multiple cellar locations **PRO UNLOCKS EVERYTHING** • Unlimited AI label scans • AI tasting notes & food pairings • Spending & drinking analytics • Cellar value tracking • Email order ingestion • CellarTracker import • Year in Review & data export • 7-day free trial Terms of Use: https://cellarvision.app/terms Privacy Policy: https://cellarvision.app/privacy
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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
React Navigation
Async Storage
Axios
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.
