My AI Stack

For CxO

AI tools for CxOs

A company-wide AI programme is a difficult way to spend money and a worse way to learn. Implementation is messy. ROI stays abstract. The useful move is to cut the problem into smaller customer jobs, find the applications that actually fit this organisation, and treat make or buy as a strategic choice on each one.

Complexity first, not a platform first

In a large organisation, “we will implement AI” is not a plan. It is a budget line that has to survive procurement, data residency, works-council questions, integration with systems that already disappoint, and a customer who will meet the result in public. Generating ROI from that pile is slow because the pile is not a job.

Smaller pieces find the right applications

Slice the work the way a customer already walks it: notice, enquire, buy, get onboarded, hit a problem, come back. Name the two touchpoints that leak money or trust. That is how you find the applications that belong to *this* organisation — not a vendor’s landscape, and not a transformation roadmap that cannot be staffed.

A drafting copilot and a customer-facing agent are different products. They should not share a risk tier. Mapping keeps those paths apart before someone buys a suite and hopes.

Make or buy stays strategic — start on the shelf

Make or buy will remain a key decision. Build when the experience *is* the product, or when no honest specialist exists. Buy when the job is standard enough that a specialised tool already finishes it.

On-the-shelf specialists are often the faster, lower-risk path for learning and experimentation: you see whether the job is real, who must own it, and what “good” looks like, without funding a platform that has not earned the next increment. The catalog is a short shelf for that purpose. The map is where you place one tool on one job.

See Cut a large AI programme into jobs you can actually buy for the working note, and what to ask before a customer-facing agent goes live when the experiment has to face a customer.

Open the map as CxO

Journeys to start from

Notes for this role