App Overview

Shop the Look: Outfit Finder icon

Shop the Look: Outfit Finder

Marc Vallverdu · Shopping

See an outfit you love? Snap a photo and find where to buy every piece — in seconds.

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.

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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Free quick prompt For a smaller starting point

Quick prompt

> SELECT BUILD PLATFORM:

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

// RORK SYSTEM PROMPT
Rork plan preview for Shop the Look: Outfit Finder: 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 personalized recommendations based on user preferences.

Assumption to check: Limited outfit discovery options

Validate with people who use this workflow before building.

Hypothesis 2

Add a robust review system for outfits.

Assumption to check: No user reviews feature

Validate with people who use this workflow before building.

Hypothesis 3

Include size and color options for each outfit.

Assumption to check: Lack of size and color variants

Validate with people who use this workflow before building.

Hypothesis 4

Introduce a wishlist feature for saving favorite outfits.

Assumption to check: No wishlist functionality

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

See an outfit you love? Snap a photo and find where to buy every piece — in seconds. Shop the Look uses AI to identify individual clothing items in any photo: jackets, shoes, bags, jeans, dresses — you name it. Just take a photo, pick one from your gallery, or share directly from Instagram, TikTok, or Pinterest. HOW IT WORKS 1. Snap or share a photo of any outfit 2. AI detects every clothing item automatically 3. Tap any item to see matching products from real stores 4. Compare prices, find deals, and shop with cashback FIND IT EVERYWHERE Results pull from hundreds of online retailers so you can compare prices and pick the best deal. Many stores offer cashback and coupon codes — we surface those automatically. YOUR WARDROBE, ORGANIZED Save looks you love. Build a wishlist of items. Track outfits for inspiration. Everything stays in one place. WORKS WITH YOUR FAVORITE APPS See something on Instagram, TikTok, or Pinterest? Use the iOS Share Extension to send it straight to Shop the Look — no screenshots needed. POWERED BY AI Our visual recognition identifies clothing categories, colors, and styles, then matches them against millions of products to find the closest matches at the best prices. Shop the Look is free to try. Unlock unlimited analyses and premium features with a subscription.

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
Supabase
React Navigation
Zustand
React Native Reanimated
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.