Merchant Infrastructure for Retail
Retail is entering the agentic commerce era.
Customers will increasingly ask AI agents what to buy, where to buy it, and which brands they can trust. Most retail brands are still not ready for an agent to find them accurately, understand their real merchant state, and act with confidence.
Retail query · without merchant readiness
You
Which nearby store has this running shoe in my size today, and can I pick it up before closing?
AI agent
Checking nearby stores for your size and pickup windows.
A couple of brands match, but store inventory and closing windows look hours old. I cannot confirm a confident same-day pickup.
Low confidence
You
Is the wider-fit version in the same style, and how does it compare to the brand next door?
AI agent
Comparing variants and brand specs across catalogs.
Variant depth is inconsistent between the brand's own catalog and third-party listings. I cannot be confident the wide-fit exists in your size, and comparison specs do not line up.
Low confidence
You
If it does not fit, can I return it in-store next week without the original packaging?
AI agent
Looking for the return policy for in-store pickup orders.
Public policy pages and locator pages disagree on the return window and on the packaging requirement. I cannot give you a reliable answer without the brand's own confirmation.
Low confidence