The framing
Most operators look at AI as a cost line. The bigger story is decision speed. Information that used to take a week now arrives in an hour. That changes how the business runs.
Where it shows up
Forecasts that update weekly. Margin analysis on demand. Hiring scenarios in minutes. Pricing changes tested before they ship.
What it requires
Clean data, defined questions, and a person willing to act on the answer. Without those three, AI is just a faster way to read PDFs.