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
Shoppy - Fashion Search
FIND ANY CLOTHING ITEM FROM A PHOTO
Free · In-app purchases
PRICE
Free
In-app purchases
BUSINESS MODEL
Freemium
No overall Grossing estimate available
RATING
★ 3.3
11 ratings · Below Average
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 included19 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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Quick prompt
Good fit for mobile-first iOS and Android prototypes with managed app scaffolding.
// RORK SYSTEM PROMPT
Rork plan preview for Shoppy - Fashion Search: map the core Shopping 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 advanced filtering and sorting options to improve user experience.
Assumption to check: Limited filtering options for product searches
Validate with people who use this workflow before building.
Hypothesis 2
Optimize images and implement caching strategies to enhance performance.
Assumption to check: Slow loading times for images
Validate with people who use this workflow before building.
Hypothesis 3
Introduce a reliable push notification system for order tracking.
Assumption to check: Notifications for order updates are inconsistent
Validate with people who use this workflow before building.
Hypothesis 4
Enable user reviews to build trust and provide more information on products.
Assumption to check: Lack of user reviews and ratings for products
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
FIND ANY CLOTHING ITEM FROM A PHOTO Shoppy is your AI-powered fashion search engine. See a jacket, dress, or shoes you love on TikTok, Instagram, or in real life? Just snap a photo and Shoppy finds that specific item for you, showing you where to buy it or similar styles online. WHY SHOPPY? Visual Search That Actually Works Upload any photo and our AI identifies the specific clothing item you're interested in. Focus on one piece at a time: that jacket, those shoes, that dress. No more describing what you saw, just show us. Search the Entire Web We search millions of products across thousands of retailers. One search, all the options from fast fashion to luxury brands. TikTok & Instagram Made Shoppable Use those screenshots you've been saving! Shoppy turns your inspiration into items you can buy. See a piece you love, find where to buy it. Compare Prices Instantly Find the same style across retailers at different price points. Get the item you want at the price that works for you. HOW IT WORKS: 1. Snap or upload a photo with the item you want 2. Shoppy's AI identifies that specific clothing piece 3. Click to shop, seamlessly checkout at your favorite stores* PERFECT FOR: - Finding that exact jacket from a TikTok video - Shopping a specific dress from your friend's Instagram - Recreating a celebrity's signature piece on any budget - Discovering affordable alternatives to designer items - Finding where to buy that viral fashion item - Browsing fashion visually, the way you actually think NO MORE ENDLESS SCROLLING Traditional shopping apps make you type descriptions or scroll forever. Shoppy understands fashion the way you do, through images. It's like having a personal shopper who instantly knows where to find any specific item you show them. THE SHOPPY DIFFERENCE Unlike single-store apps, we search everywhere. Unlike Google Lens or Pinterest, we're built specifically for fashion. Our AI recognizes subtle style details like necklines, silhouettes, prints, and textures that generic visual search misses. FEATURES: - Camera-based visual search - Photo library upload - Single-item focused detection - Creator try-on videos - Price comparison across retailers - One-tap shopping links *DIRECT LINKS TO ITEMS ONLINE REQUIRE A MEMBERSHIP Terms of Use: https://theshopping.company/legal/terms Privacy Policy: https://theshopping.company/legal/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
Supabase
Axios
React Navigation
Zustand
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.
