Every audit starts the same way. A founder tells us they need AI. We ask what's broken. They describe a tangle of spreadsheets, a shared inbox nobody owns, and a report that takes two people a full day to build. That's not an AI problem. That's a process problem wearing an AI costume.
The first thing we do is map the work. Not the tools, the work. What enters, who touches it, what comes out, and where the hours actually go. Nine times out of ten, the expensive part isn't the clever part. It's the retyping, the chasing, the waiting for someone to get a spare minute.
AI fits where the work is repetitive, rules-based, and low-stakes enough to draft rather than decide. It does not fit where judgment, relationships, or accountability live. A good system hands the repetitive work to the machine and gives the judgment back to the person, with more time to actually use it.
So before you buy a tool, ask the boring question: what is the work, and who is doing it by hand? If you can't answer that in one sentence, you don't have an AI problem yet. You have a map problem. Draw the map first. The automation gets obvious once you can see it.