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Glow

Student Capstone Project · Spring 2026

Glow AI-Powered
Personalized
Beauty Styling

Beauty shopping is deeply personal. Glow is a conceptual AI beauty advisor that remembers each shopper's skin type, concerns, sensitivities, preferences, and goals—then makes product discovery and routine building more relevant.

Student Team Marta Sild and Lexi Nishimura
Faculty Advisor Prof. Kirthi Kalyanam
Program Generative AI in Retail
Cohort Spring 2026
Marta Sild and Lexi Nishimura presenting the Glow capstone project in a classroom

The Problem

Beauty shoppers keep starting over.

Online and in-store experiences often rely on broad filters, generic bestsellers, sponsored products, and one-time quizzes. Shoppers repeat their skin details, piece together routines on their own, and search social media to separate useful trends from noise.

The Solution

One beauty profile that gets more useful over time.

Glow creates a persistent profile and filters every recommendation through the shopper's skin type, concerns, sensitivities, preferences, and goals.

  • Remember the customer's beauty context across visits.
  • Recommend products for the individual—not the average shopper.
  • Surface relevant trends without requiring constant social media use.
  • Build skincare routines and support natural-language search.

Before Glow

Generic and fragmented

  • Re-enter skin needs with every retailer or shopping session.
  • Receive broad recommendations driven by popularity or sponsorship.
  • Depend on noisy social feeds to discover relevant trends.
  • Build product routines without connected guidance.

With Glow

Personal and guided

  • Maintain one persistent beauty profile and set of preferences.
  • Receive products matched to skin concerns and personal goals.
  • Explore trends curated for the individual.
  • Create a connected routine and refine it over time.

How It Works

From profile setup to more confident beauty decisions

Build your beauty profile

Enter skin type, concerns, preferred brands, sensitivities, and goals.

AI learns your beauty

Glow analyzes the profile, saved products, and feedback from each use.

Get your personal feed

See products, routines, and trends selected for your individual needs.

Search naturally

Ask for products in everyday language and receive profile-aware results.

The Glow Experience

Personalization that follows the shopper

Persistent Beauty Profile

Set preferences once instead of explaining your skin every time.

Personalized Product Recs

Filter products through the shopper's unique profile and goals.

Relevant Trend Discovery

Find what matters without following every beauty feed.

Skincare Routine Builder

Organize AM and PM routines around individual concerns.

Smart Natural Search

Turn a request into results curated for the existing profile.

The Vision

Beauty made personal by AI

“From the perfect foundation shade to a skincare routine built for your skin—one AI that knows your face, your goals, and your vibe.”

Prototype Context

A concept for a more personal beauty journey

Glow is a conceptual demonstration of an AI-powered beauty experience. Certain visuals, recommendations, product suggestions, and generated content may be simulated or AI-generated to illustrate how the platform could function in a real retail environment.

With Gratitude

Thank you to Professor Kirthi Kalyanam

The team thanks Professor Kirthi Kalyanam and the Retail Management Institute at Santa Clara University for creating a hands-on learning environment where students could explore the future of AI-powered retail.