A Business Has to Become Readable Before Software Can Run It
There is an idea from political theory that turns out to be the missing piece here. In Seeing Like a State, James C. Scott argues that before any authority can manage a complex thing, a forest, a city, an economy, it first has to make that thing legible: readable in a consistent, simplified form. You cannot govern what you cannot read.
A business is a complex thing, and the same rule holds. Before software can reason about a company, the company has to become readable to it. Not just connected, readable. There is a difference. Connecting a tool gives a system access to a pile of records. Legibility is when those records line up into one coherent account of the business, so that a sale is a sale and a cost is a cost no matter which corner of the company it came from.
Most businesses are not legible to their own software, and they do not know it, because the one reader who can still make sense of the mess is a human who has been there long enough to hold it all in their head. To that person the business reads fine. To a system, it reads as noise, the same way it would read to a new hire on their first day.
This is the precondition nobody puts on the box. Every promise of an AI that understands your business quietly assumes the business is already readable, and it usually is not. The unglamorous first work, the part that happens before a single recommendation, is making the business legible: giving it one consistent account of itself that a system can actually reason over.
It is worth being honest about where the effort goes. The hard part is rarely the reasoning at the end. It is the legibility at the start, because a business that has grown by accident does not describe itself consistently, and something has to reconcile it before intelligence has anything solid to stand on. That reconciliation is the real foundation of autonomous business intelligence, and it begins with the most basic agreement of all, that the business can say what a sale is and mean one thing by it.