Shopping for fashion online should be exciting, but for many, it’s a frustrating guessing game. Will this dress suit me? Does this match anything in my closet? Will this color flatter my skin tone?
The uncertainty leads to abandoned carts, costly returns, and a lack of confidence in purchase decisions.
Recognizing this challenge, Alle introduces an AI-powered styling assistant that eliminates visualization guesswork. By providing personalized style advice and outfit inspirations, Alle empowers shoppers to make informed, confident decisions, bridging the gap between hesitation and purchase.
The product manager and the team are featured as one of Upraised's top 50 Game Changers in 2024.
The Problem: The Online Fashion Visualization Gap
One of the biggest hurdles in online fashion shopping is the inability to visualize products in real life. Without the ability to try items on, customers face several dilemmas:
- Fit & Style Uncertainty: Will this silhouette complement my body type?
- Color & Coordination Issues: Does this shade match my skin tone or existing wardrobe?
- Outfit Combinations: What can I wear this with? How versatile is this piece?
This lack of clarity results in hesitation, abandoned carts, and high return rates—all pain points for both shoppers and retailers.

The Solution: AI-Powered Personal Styling with Alle
Alle transforms the online shopping experience by offering real-time, AI-driven fashion advice, solving the visualization problem at its core.
1. Ask Any Style Question and Get Personalized Answers
Shoppers can ask natural language questions like:
- “Would this dress suit me?”
- “How can I style this top?”
- “What shoes go best with this outfit?”
Alle understands the nuances of fashion, considering skin tone, body shape, personal style preferences, and current trends to deliver personalized recommendations—just like a trusted stylist.
2. See, Don’t Just Imagine- Discover Looks & Outfits
Instead of relying on imagination, users see curated outfit inspirations that showcase:
- How the product is styled in real life
- Different ways to wear it for various occasions
- How it pairs with other pieces in their wardrobe
This visual approach eliminates uncertainty, boosts purchase confidence, and reduces return rates.
Impact: High Retention & Product-Market Fit (PMF)
Alle isn’t just another feature—it’s a game-changer for online fashion retail. Its ability to enhance decision-making and drive confidence makes it a core feature for Product-Market Fit (PMF) with measurable impact:
- Boosted Retention: Shoppers who engage with Alle are significantly more likely to complete purchases and return for future styling help.
- Reduced Return Rates: By providing accurate style guidance and realistic outfit visualizations, Alle reduces impulse purchases and mismatched expectations, leading to fewer returns.Increased Basket Size: Users inspired by complete outfit suggestions tend to purchase complementary items, increasing average order value (AOV).
Team Behind the Feature
Harshit Madan- Founder

Harshit noticed a common struggle- shopping for fashion online feels uncertain.
People hesitate before buying clothes because they can’t picture how an item will actually look on them. The Alle team saw a way to change this. Using AI to offer real-time style advice and outfit inspiration, makes online shopping feel more like having a personal stylist by your side.
As a part of Upraised’s Game Changers, we're on a mission to celebrate high-impact problem solving & celebrate the individuals who brought these innovations to life.
If you're reading this, you're most likely interested in the product space. At Upraised, we help people break into Product Management and grow to Senior Product Managers (SPM) at one tenth the cost of an MBA and without quitting your job.