September 23, 2026

How long an AI transformation takes

The first question in a boardroom is about time, and it deserves a straight answer. Weeks for the first climb. Six to twelve months for the second. One to two years for the third. The fourth one never ends, and that is the point of it.

I give that answer before I give the slides, because everything else in the roadmap depends on whether the people at the table accept those four numbers. They usually do. What they struggle with is the third climb, where four out of five organisations stop.

Five levels, four climbs

A roadmap that only names levels gives you nothing to do on Monday. The work sits in the climbs between them. Each climb has three things written down: the actions, the owner by name, and the exit test that proves you have arrived.

The four climbs:

The exit test is what keeps this honest. A climb is finished when the test passes, not when the quarter ends.

An owner without an exit test is a volunteer.

The first two climbs are the easy ones

Deciding takes weeks because it is a small group of people choosing what matters. Which customer problems, which order, who owns which piece. Put the names in the document and the climb is close to done.

Connecting and governing is heavier and still very doable in six to twelve months. This is where your data gets reachable, your systems get talked to, and your decision rights get written down so people know who may say yes to what. Most organisations I work with can show real progress here within two quarters.

two engineers laying a cable between two buildings while a third pins a sign-off card to a post
two engineers laying a cable between two buildings while a third pins a sign-off card to a post

Where four out of five stop

The third climb asks you to rebuild the work itself, and that is why most organisations park it. Redesigning journeys and making your services callable touches processes, roles, contracts and pride. It runs one to two years. Four out of five never finish it, which means finishing it puts you in a very small group.

Treat it as a series of journeys, not one programme. One journey redesigned and made callable, with its own owner and its own exit test, then the next.

The climb that never ends

Letting the system learn is a way of running the company. Measurement, feedback, retraining, new rights, better journeys. It has no completion date and it needs a budget line anyway.

Absorption time is your number

Measure how long it takes from a capability being available to that capability running safely in production. That is absorption time, and it is the single measure I would put on a board dashboard.

Most organisations absorb at the speed of the budget cycle. The target is weeks. Getting there is a matter of standing decision rights, a standing test, and a standing owner, so a new capability walks a path that already exists.

a stopwatch shaped like a gate between a warehouse shelf and a running production line
a stopwatch shaped like a gate between a warehouse shelf and a running production line

The anchoring kit

Mindset and skillset stay in the organisation when seven things carry them. The anchoring kit is what puts the transformation in the DNA instead of in a programme folder:

What you do on Monday


The roadmap works best when the exit tests are written before the climb starts, and that is exactly what the templates give you. The CX+AI Transformation Roadmap sets out the five levels, the four climbs and the owners in a format you can fill in with your own team. Bekijk de materialen

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