Use Case: Retail & E-Commerce

AI Visibility for Retail Brands

When shoppers ask AI "What's the best product for X?"—will your brand be recommended? Dominate AI-powered product discovery.

The Retail AI Challenge

Consumers increasingly ask AI assistants for product recommendations. "Best running shoes under $150", "Most reliable kitchen appliances", "Top sustainable fashion brands"—these queries now go to ChatGPT, not just Google.

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Growing AI adoption for product research
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Higher engagement with AI recommendations
🎯
Shift from search engines to AI assistants

How Retail Brands Use Refractia

Product Recommendation Monitoring

Track when and how AI recommends your products vs competitors.

  • Know which products AI favors
  • Identify recommendation gaps
  • Track competitive position

Brand Perception Analysis

Understand how AI describes your brand quality, value, and reputation.

  • Sentiment tracking
  • Quality perception
  • Value positioning

Category Leadership Tracking

Measure your share of voice in product category queries.

  • Category visibility
  • Competitive benchmarking
  • Market position

AI Optimization Strategy

Get actionable recommendations to improve AI visibility.

  • Content optimization
  • Product descriptions
  • Review strategies

Queries Where Your Brand Should Appear

"Best [product category] for [use case]"
"Top [product] brands in 2025"
"Most reliable [product] manufacturers"
"[Product] vs [competitor product]"
"Best value [product] under $X"
"Sustainable/eco-friendly [product]"
"Premium [product] recommendations"
"Best [product] for beginners/experts"

See How AI Recommends Your Products

Get a comprehensive AI visibility audit for your retail brand.

Request Beta Access