Someone in accounts pays for ChatGPT out of their own pocket. Marketing subscribes to another tool that nobody else knows about. And in several teams, customer data gets pasted into personal accounts just to get the job done.
That is not a company that has adopted AI. It is a collection of uncontrolled individual initiatives, each with its own tool, its own judgement, its own data and its own risks. What they learn is kept in no process and no system, so when that person moves to another role, it leaves with them. And every month there is one more subscription, and one more place where company data has ended up.
Adopting AI is something else. It means AI that is predictable, reliable and repeatable, inside a process, with someone responsible for supervising it and a record of what it has done. And it means doing things in order: an agent built on data that contradicts itself amplifies the mess instead of fixing it. That is why we are not an AI agents company and nothing more. Dashboards, predictive models, data warehouses, knowledge assistants and agents are all pieces of the same path.
Choosing where to start is half the work. It is decided in a discovery session, before any budget is committed.