Best AI Wardrobe Apps in 2026 — Complete Guide
An AI wardrobe app does more than catalog your clothes. The best ones use artificial intelligence to suggest outfits, learn your style preferences, and even show you wearing combinations you'd never think to try. But there are dozens of apps claiming 'AI-powered' features, and the actual capabilities vary wildly.
We tested the top wardrobe apps to find out which ones deliver on their promises.
What Makes a Great AI Wardrobe App
We evaluated each app on: ease of adding items (manual photo vs. auto-scan), AI categorization accuracy, outfit suggestion quality, closet analytics, virtual try-on capability, and pricing.
The Comparison
| App | AI Categorize | Outfit AI | Virtual Try-On | Scanner | Price |
|---|---|---|---|---|---|
| FitInView | Yes — auto tags, color, season | Style Twin + daily ideas | Yes (multi-model) | Video scanner | Free tier + $5.99/mo |
| Whering | Basic auto-tag | Simple suggestions | No | Manual photo | Free + $7.49/mo |
| Indyx | Manual + AI assist | Stylist marketplace | No | Manual photo | Free + $4.99/mo |
| Acloset | Basic | Random generator | No | Manual photo | Free + $3.99/mo |
| Cladwell | Manual entry | Daily suggestions | No | Manual photo | Free + $8.33/mo |
FitInView
FitInView combines wardrobe management with AI styling and virtual try-on in a single app. The wardrobe scanner lets you film your closet and the AI identifies, categorizes, and tags each garment automatically. Style Twin is a chat-based AI stylist that knows your entire wardrobe and considers weather, your calendar, and past preferences when suggesting outfits.
The standout feature is virtual try-on integration — you can see yourself wearing any suggested outfit before deciding. No other wardrobe app offers this. Additional features include outfit builder (flat-lay canvas), daily outfit suggestions, trip packing, Style DNA profiling, and capsule wardrobe creation.
Whering
Whering has a clean interface and focuses on sustainability — it tracks cost-per-wear and highlights underused items. The AI tagging works for basic categories but struggles with nuanced items. Outfit suggestions are template-based rather than truly personalized. No virtual try-on capability.
Indyx
Indyx's unique angle is connecting users with human stylists. You can hire a stylist through the app to organize your closet and build outfits. The app itself handles wardrobe cataloging with some AI assistance, but the styling intelligence comes from people, not algorithms. Good if you want a human touch, but the AI features lag behind.
Acloset
Acloset is a lightweight closet organizer with basic outfit generation. It's popular for its simplicity — add items by photo, and the app generates random outfit combinations. But 'random' is the key word: suggestions aren't based on style rules, weather, or your preferences. Fine for occasional inspiration, less useful as a daily tool.
Cladwell
Cladwell delivers daily outfit suggestions based on weather and your wardrobe. The setup process is more manual — you enter items by selecting from predefined categories. The AI suggestions are decent once your wardrobe is fully entered, but the onboarding friction is high. No try-on, no scanner, no chat interface.
The Verdict
For the most complete package — auto-scanning, AI styling, virtual try-on, and daily suggestions — FitInView covers the most ground. If you value sustainability tracking, Whering is solid. If you want a human stylist, Indyx fills that niche. For simple closet tracking with minimal setup, Acloset is the lightest option.