Notes from the shop floor.

Agents are starting to shop, compare, and check out on behalf of real people. What machine to machine CX means for retail, and why the friction you sell is about to become a cost you defend.

A POS vendor sells you a system. A POS partner shapes how your operation runs. Seven structural tests to tell them apart before you sign.

A working definition of AI native retail, the five pillars that distinguish it from AI added retail, and why the company building the software is the one moat that cannot be copied.

An AI native POS is a till with continuous AI awareness in the transaction layer itself, not a chat panel attached to a 2018 register. What that means, and how to evaluate it.

A POS migration is the only window most retailers get to reset their operating model for the next decade. Done as a procurement project, it locks in the past. Done as a strategy decision, it unlocks an AI native operation.

Engineer first means the manager learns the software. Design first means the software disappears. How Karo is built around the operator's task, not the database.

AI added looks the same as AI native on the marketing page. Three concrete tests separate them before you sign a contract.

Most SaaS support cycles measure response in days. The structure of an AI native team is what lets us measure ours in hours, on weekends, in production.

Most retail tech is bolting an AI tab onto a legacy product. That is not what AI native means.

Most retail technology is built in offices that have never run a Saturday at peak. Karo started in the opposite place.

For decades, retail tech has been about reporting on yesterday. The AI native store turns that on its head.