Data & AI Architecture

If you are a CTO, CDO or CIO at a retailer or brand, you probably do not need to be convinced that AI on operational data requires a canonical data model, governed semantics, identity resolution and some form of knowledge…

There is a version of the AI conversation happening right now in retail boardrooms that sounds very reasonable: connect Claude, ChatGPT, Copilot, Gemini, or another agent to the systems where the data already lives. Shopify has an MCP. NetSuite has…