The Shared Data Contract: Why Master Data Is Epic Zero
Every cross-unit ambition an enterprise has — a unified customer view, coordinated selling, trustworthy reporting, anything with "AI" attached — rests on one agreement that usually does not exist: agreement on who the customer actually is. That agreement is the real first deliverable, and almost no one funds it first.
Ask a large, multi-division enterprise a deceptively simple question — how many customers do you have? — and watch the answer fall apart. The same account turns up again and aga...
You Can’t Transform on Data No One Trusts
Agile frameworks are built to ship visible value in cadence. The data foundation everything rests on is invisible — which is exactly why it gets starved.
There is a moment in a lot of transformation programs worth learning to watch for. A leader is shown a number — year-to-date orders, pipeline coverage, the size of an account — and instead of using it to make a decision, they visibly set it aside. Sometimes they say it out loud — they no longer trust a number they are handed until they have ...