If an AI engine can't tell what you sell, it recommends the store down the street that it can read.

Where it goes wrong today

• Small retailers rarely publish structured product/category data anywhere crawlable.
• Store hours around public holidays are usually announced only as a Facebook post, which disappears from view within days.
• Multi-branch retailers need each location distinguished clearly — AI engines conflate branches when data is thin.