Prepare your Ecosystem

A Brand Manager called me in a panic last year. Their analytics team was producing reports. Lots of them. Weekly decks, monthly rollups, quarterly reviews. Beautiful slide work. But when a budget cut forced hard decisions about where to shift spend — in real time — nobody could answer the most basic question: what does our data actually say, right now?

The models were stale. The pipelines were manual. The data was a mess of disconnected sources no one fully trusted.

That's not an analytics problem. That's a data problem — and it's more common than you think.

Before AI can do anything useful for your business, your data has to be ready for it. That means Master Data Management — MDM — which sounds like an IT term but is really a business survival strategy.

MDM is the practice of creating a single, trusted, authoritative source for your critical business data: your products, your customers, your markets. When done right, every model you build, every forecast you run, every AI agent you deploy is pulling from the same clean foundation. When it's not done, you get what I see constantly — five versions of "the truth," none of which anyone fully believes.

Here's the practical starting point: audit what you have. Identify where your product hierarchy, your customer master, and your market data live today. How many systems? How many manual touchpoints? How much drift has crept in over the years?

You don't need to boil the ocean. Start with the data that feeds your most important decisions — pricing, demand, marketing allocation. Clean that. Standardize it. Automate the refresh.

AI is ready. The question is whether your data is.