How do you introduce AI into a company?
Not with a tool. With three questions, one decision per area, and someone who owns the outcome.
The question is almost always asked as a technology question: which tool, which vendor, which pilot? It is a leadership question. Introduction is not decided by the model, but by whether the company is clear about where AI is supposed to matter at all.
Step 1 — Sort the field before you buy anything
Examine AI in three separate areas. Product: in what you sell. Production: in how you make it. Organisation: in how you run the company. This separation prevents the most common mistake — a company searching only in administration and mistaking the result for its AI strategy.
Step 2 — Collect opportunities, do not evaluate them
Nothing is prioritised in the first pass. Each area is read against three modes: Replace, Augment, Create. What can AI take over entirely, where does it make a person significantly stronger, and what becomes possible that was not before? Nine cells, one page, two hours. That is enough for an honest first map.
Step 3 — Sort by effect, not by effort
Now classify: NOW, NEXT, WATCH, IGNORE. NOW is anything that delivers defensible value within a quarter and needs no fundamental decision. IGNORE is explicitly part of the method — the list of things you deliberately will not do usually saves more money than the list of things you will.
Step 4 — Only now the evaluation dimensions
For the NOW candidates, examine people, processes, data, systems and customers. Who works with it, which process does it touch, what data does it need, which system does it depend on, and does the customer notice? This examination comes after opportunity identification — not before, or you will debate data quality before knowing what for.
Step 5 — Assign ownership before the enthusiasm fades
Every initiative gets a name, an outcome in numbers and a date. Without that, a pilot becomes a permanent condition. Most failed introductions do not fail in the technology; they fail in the month when nobody was responsible any more.
The honest part
You do not need a large transformation to begin. You need three decisions, one per area, and the willingness to end one of them after a quarter.