Someone in marketing keeps a chat window open next to the ad platform. Finance hooked an assistant up to last quarter's spreadsheet. Both of them get a confident answer back, and they rarely get the same one.
Scattered data always carried that risk. AI just delivers the disagreement faster, and in nicer formatting. The companies that settle the foundation first get the other side of it: people answering their own questions from numbers everyone already agrees on.
The work itself has gotten lighter, too. Tooling that used to need a data team to keep it upright can now be built in weeks and handed to the people who use it every day.
Getting ahead of it now is a lot easier than untangling it in a year.