Delia Szabo

Shopping agents must infer what customers actually want from incomplete signals and past behavior.

Retailers' inconsistent product schemas break price agents before models even process the data.

AI agents optimize prices continuously across hundreds of products in real time.

AI agents lift discovery, but shoppers still stop them at payment.

Retail brands lose trust and money when transfers drop context.