Who wins
Operators who use AI to compress information cycles. Same decisions, made days earlier, with cleaner data behind them.
Where to start
Data hygiene. Then a workflow that AI can plug into. Then the tools. Doing it in reverse buys disappointment.
What it produces
A business that runs faster, with the same headcount, making better calls. Compounded over five years, that's a different company.