# Product variant recommendation

Recommends specific SKU variant \(color, size, storage\) based on browsing history, similar customers, and reviews.

Grade: A — A clean typed decision \(yes/no, a pick from a list, or a level on a scale\) that is concrete, repeats routinely, and has meaningful value.. Score: 5.55.

Vertical: E-commerce & retail.

Function: Personalization & CRO.

Status: Seen in the wild.

Volume: high.

Value: major.

Risk: moderate.

Evidence: described plan.

Flags: None.

- [Source](https://kanerika.com/blogs/product-recommendation-engine/)
- [Vertical](/verticals/ecommerce_retail/)
- [Function](/functions/personalization_cro/)
- [Product recommendation ranking](/use-cases/product-recommendation-ranking/)
- [Product recommendation personalization](/use-cases/product-recommendation-personalization/)
- [Cross-sell recommendation timing](/use-cases/cross-sell-recommendation-timing/)
- [Offer urgency classifier](/use-cases/offer-urgency-classifier/)
- [Price anchor optimization](/use-cases/price-anchor-optimization/)
- [Stale chunk detector on assembled page](/use-cases/stale-chunk-detector-on-assembled-page/)