Review personal shopping recommendations
Commerce · Example outcome
The handoff
A private voluntarily submitted shopping preferences, verified product details, and proposed customer emails review draft with source checks, uncertainty notes, and human approval status.
Keep in mind
A preference or fit score can be wrong, and a message can reveal personal details or pressure a purchase. Explain how preferences are used and retained, verify current product information, honor contact choices, avoid sensitive inferences, and require a person to approve each recommendation and email before sending.
