# What strategic risk does neglecting cold-start item coverage create for a product catalog-driven business? | FAQ

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# What strategic risk does neglecting cold-start item coverage create for a product catalog-driven business?

Neglecting cold-start coverage means newly added items receive no recommendation exposure until they accumulate interactions, creating a self-reinforcing cycle where only established items get traffic. **Image and text neural embeddings directly mitigate this risk by providing similarity signals independent of interaction history.** For businesses with rapidly rotating catalogs - such as online marketplaces and deal aggregators - this gap translates directly into lost revenue on new inventory.

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