AI search and guided discovery for Shopify beauty

Help beauty shoppers navigate benefits, formats and visual preferences

Beauty catalogs combine appearance, format, routine and product context. RecoMelon helps brands connect natural-language discovery, visually aligned alternatives, related products and complementary routines without relying on generic customers-also-bought logic.

The Index search interface showing a natural language query and matching products

The discovery problem

Help shoppers navigate appearance and product context.

A beauty shopper may recognize a color family, packaging format or intended routine without knowing an exact product name. Those visual cues can support discovery, but they cannot establish ingredient suitability or the effects of a product.

Identify a category where appearance and accurate catalog context can usefully guide the next choice. Keep the merchant's factual product information and merchandising rules central to the brief.

Fit and implementation

Use visual guidance within the brand's product rules.

VisualDNA™ can support visually aligned alternatives, while complementary-product logic can be evaluated for relevant sets. Start with a bounded category and review recommendations with the people responsible for its merchandising.

Catalog data remains authoritative for ingredients, shade, format, price, availability and markets. Do not infer regulated claims, efficacy or individual suitability from imagery. Any routine-building experience must follow the product and compatibility rules supplied by the brand.

Evaluation and evidence

Review relevance before interpreting engagement.

Inspect whether recommended products respect the category, product facts and brand-supplied constraints. Then assess product exploration, recommendation engagement and progression to purchase against the existing experience.

Include the time required to review matches and maintain accurate product information. Treat conversion or order-value changes as results of the particular test, with its audience and conditions, rather than evidence for a product claim.

How can RecoMelon improve beauty discovery?

RecoMelon can combine product imagery with catalog context to organize relevant alternatives and complementary products. The implementation should use accurate catalog facts and avoid inferring regulated claims from imagery.

Can it support routine building?

Complementary-product logic can help brands assemble relevant routines or sets, subject to the merchandising and compliance rules supplied by the brand.

Does it replace product data?

No. Visual intelligence complements accurate ingredients, shade, format, availability and compliance data maintained by the merchant.

Make a complex beauty range easier to navigate

Bring us a category, routine or discovery journey. We’ll map how RecoMelon can connect the range without overstepping product claims.

Request a catalog review