You’ve spent real time and money on AI. What can you show for it?
Whether it stalled, delivered less than promised, or works for one team and nowhere else, the limit is rarely the model. Buying a better one will not solve your problems.
“What discount can we approve for this customer?”
Deal signed at twelve percent.
It read last year’s price list.
The one answer that matched what was actually approved.
It read the approved pricing policy.
Three more deals matched it before anyone noticed.
It read a promotion that ended in March.
ROI spread
€540,000Every answer came from a real document. Without the context, all three are equally true.
Month one it looks brilliant. Month twelve nobody uses it.
Not a failure of adoption. It happens fastest in the organisations doing the most work.
It works.
Most of what sits in the estate is still true. The answers are good and the business case looks made.
It wobbles.
The organisation has kept moving. New decisions have overtaken old documents, and no document says so.
It is abandoned.
One wrong answer in front of an executive committee, and people go back to asking a colleague. It is still paid for. Nobody uses it.
This was there before the AI arrived. A quarter of the working week already goes to searching for answers, and 72% of people say the only way to get what they need is to ask a colleague or book a meeting.Atlassian, State of Teams 2025 · 12,000 knowledge workers, 200 executives
A company brain that knows what is actually true.
It sits above the systems you already run. People keep working as they work, but now every answer — human or machine — comes from the same record.
Three results a board recognises.
Your commercial policies are universally applied.
The price approved centrally is the price that goes out, in every unit and every region. Discount authority is enforced where the quote is made rather than reviewed after the quarter closes.
Your commitments are defensible.
When a customer, an auditor or a regulator asks what was agreed, you can show what was in force at the time, who approved it, and when it changed.
Your capabilities survive the org chart.
Reorganisations, senior exits, a change of systems integrator. What the organisation knows stays in the organisation, in a form it owns and can export.
Bring us the question everyone keeps asking you.
One session with the people who own the answers. We will tell you whether there is something worth building here, including when there is not.