Your AI pilot is a licence, not a strategy

Most companies we meet have three AI subscriptions, two pilots, and no number. That is not a strategy. It is a cost line waiting to be noticed.

Ask a leadership team what their AI strategy is and you will usually hear a list of tools. A licence for the writing assistant. A pilot with a vendor. A team in one department doing something interesting. Everyone agrees it matters. Nobody can say what it has returned.

That is not a criticism. It is where most of the market is. But it is worth being honest that a set of subscriptions is not a strategy, and a pilot without a metric is not a pilot. It is a licence.

The question that fixes it

Which workflow, with what volume, costing what today, will cost what after? If nobody can answer that for a given tool, the tool is not deployed. It is installed.

Start with the process and the number. Then choose the tool. Most companies do it the other way round, which is how you end up paying for three things that overlap and none that pay.

What we see working

One function. One high-volume, judgment-heavy workflow. A baseline measured before anything is built. A tool chosen for that job, not for the logo. An owner. Sixty to ninety days to production, adoption included. Then the next one.

It is not glamorous. It works. And it usually pays for itself before the second workflow starts, partly because the first thing it finds is the licences you can cancel.