#data-preparation

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Articles（3）

OMS Implementation: Get Three Master Data Sets Aligned Before You Set a Go-Live Date

Most oms implementation rollbacks are data failures, not install failures: this guide aligns order, inventory, and channel master data before go-live, with a four-step readiness checklist.

2026-10-31

IA · Guide d’adoption

The 3 Data Sets You Must Clean Up Before Deploying AI in Your Warehouse

Before buying warehouse AI, fix warehouse AI data preparation: master data, operational event data, and feedback data set the ceiling for any model. A self-test checklist and ROI framework inside.

2026-10-13

IA · Guide d’adoption

Don't Buy the Algorithm Yet: Clean Up These Three Data Types First

Last year a 3PL in Ontario called me in as a consultant. They wanted AI demand forecasting, the vendor demo looked slick, and the contract was practically signed. I spent two days on site and told the owner the first thing when I got back: spend this money now and it's gone. Not because the algorithm was bad — but because out of their 20,000-plus SKUs, more than 4,000 didn't even have barcodes on them. Pickers identified product from memory. No algorithm on earth can forecast the part of your inventory that lives in someone's head.

2026-10-05