Stage 5: Marketing Data

Stage 5: Marketing Data

by | May 14, 2026 | Digital Roadmap

Stage 5 of the Product Data Refinery: Where Product Becomes Visible Product search used to mean Google plus the search bar at the top of a distributor’s website. That definition no longer holds. Search now includes AI agents shopping for buyers, LLMs...
Digital SKU Stage 4: Fulfillment Data

Digital SKU Stage 4: Fulfillment Data

by | Apr 30, 2026 | Digital Roadmap

This blog is all about managing expectations. If we were to summarize what fulfillment data was, it essentially is the raw components that make up order fulfillment expectations. This caused me to look up the definition of the word expectation, and I found it...
Operational Data: Cheapest to Fix, Most Expensive to Ignore

The Compliance Gate

by | Mar 25, 2026 | Digital Roadmap

Why nothing moves until regulatory data says it can Last issue, we built the intake valve, the first refining station where product identity enters the system. We installed the filter: category confirmation, unit of measure governance, UPC capture, vendor designation,...
Digital SKU (Stage 1): The Intake Valve

Digital SKU (Stage 1): The Intake Valve

by | Mar 11, 2026 | Digital Roadmap

Where Product Identity Enters the Refinery Last issue, we laid the lifecycle map on the table — six refining stages, in a fixed sequence, each one producing a higher grade of product data for the next stage to consume. Now we walk into the refinery. The first station...