# Judge whether recommended bundle items fit together

Judges: Pair of product titles. Questions: noul:complements; noul:redundant. Action: Filter cross-sell lists before display.

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: 4.91.

Vertical: E-commerce & retail.

Function: Personalization & CRO.

Status: Idea.

Volume: high.

Value: meaningful.

Risk: moderate.

Evidence: null.

Flags: None.

- [Vertical](/verticals/ecommerce_retail/)
- [Function](/functions/personalization_cro/)
- [Product recommendation ranking](/use-cases/product-recommendation-ranking/)
- [Product recommendation personalization](/use-cases/product-recommendation-personalization/)
- [Product variant recommendation](/use-cases/product-variant-recommendation/)
- [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/)