AI Outfit Generator That Uses Your Own Clothes

wrdb is a free AI outfit generator app for iPhone that creates personalized outfit combinations from your own wardrobe. Unlike generic fashion lookbooks, wrdb works exclusively with clothes you already own — scoring hundreds of combinations using color harmony, style matching, weather data, and your learned preferences. Outfit generation runs entirely on-device for privacy.

How the AI Generates Outfits

When you add clothes to wrdb, each item gets a 512-dimension CLIP embedding generated on-device using CoreML. These embeddings capture the visual and stylistic essence of every garment. When generating outfits, the AI evaluates combinations across multiple signals:

  • Color harmony — complementary, analogous, and monochromatic palettes scored automatically
  • Style coherence — casual items paired with casual, formal with formal, with smart crossover detection
  • Occasion fit — work outfits vs. weekend vs. evening, matched to your preference or schedule
  • Weather suitability — real-time weather from Apple WeatherKit determines fabric weight, layering, and outerwear
  • Personal taste — every save, reject, and actual wear trains the model to match your style over time

The engine evaluates up to 500 combinations per session and presents the best-scoring options.

Anchor-Based Outfit Building

Want to build an outfit around a specific piece? Lock any garment as an anchor — your favorite jacket, a new pair of shoes, or that shirt you never know how to style — and wrdb generates complete outfits around it. The AI ensures every other piece complements your anchor across all scoring dimensions.

Weather-Aware Every Day

wrdb connects to Apple WeatherKit for real-time weather integration. Temperature bands determine fabric and layering recommendations. Rain, snow, and extreme heat trigger specific clothing logic. You'll never be under- or over-dressed because your outfit suggestions adapt to what's actually happening outside.

Style Learning That Gets Better Over Time

wrdb isn't static. Every time you save an outfit, reject a suggestion, or log what you actually wore, the AI refines its understanding of your personal style. Over weeks of use, suggestions become increasingly accurate — like having a personal stylist who knows your wardrobe and taste intimately.

Privacy-First: Everything On-Device

The outfit generation engine runs 100% on your iPhone using CoreML. Your style preferences, save/reject history, and outfit data never leave your device. No cloud processing, no data sharing, no style profiles stored on servers.

Frequently Asked Questions

Is there an AI that picks outfits for you?

Yes. AI outfit generators analyze your wardrobe and create complete outfit combinations tailored to your style. wrdb is a free iPhone app where on-device AI scores hundreds of outfit options using color harmony, style matching, and real-time weather — all from clothes you already own.

Can an app suggest outfits based on the weather?

Yes. wrdb integrates with Apple WeatherKit to factor real-time temperature, rain, snow, and seasonal conditions into every outfit suggestion. If it's cold and rainy, you'll get layered outfits with outerwear. If it's hot, you'll see breathable combinations. The AI adjusts recommendations automatically every day.

Is there a free AI stylist app?

wrdb is a completely free AI stylist app for iPhone. It generates personalized outfit suggestions from your own clothes based on weather, color theory, and your learned style preferences. There's no subscription, no paywall, and no in-app purchases for core features. Outfit generation runs on-device for privacy.

How does wrdb's AI outfit generation work?

wrdb uses on-device CoreML CLIP embeddings to create 512-dimension vectors for each garment. The AI then scores outfit combinations across multiple signals: color harmony, style coherence, occasion appropriateness, weather suitability, and your personal save/reject history. It evaluates up to 500 combinations per session and presents the best matches. Because everything runs on your iPhone, it works offline and your style data stays private.

Ready to organize your wardrobe with AI?

Download wrdb Beta — Free