New research guide: The Confidence Economy, how AI is changing fashion commerce.
Why it matters
AI stylists are only as good as the data they reason over. A catalog with occasion tags, style attributes, and fit notes produces meaningfully better AI recommendations than a bare catalog with titles and categories. Enrichment is a one-time investment that improves every recommendation that references it.
How Elara uses it
See how Elara indexes your catalog
See how Elara enriches your Shopify catalog to power better recommendations.
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Related terms
Outfit Assembly — The AI-driven process of selecting multiple catalog pieces that work together as a complete look. Natural Language Search — Letting shoppers describe what they want in everyday language rather than keywords. Style Graph — A per-shopper taste model that learns from every interaction to produce increasingly personalized outfit recommendations.