Find out where AI pays for itself — before you commit engineering to it.
Where AI will pay for itself in your estate, and where it will not. Written assessments, not slideware.
- Estate assessment with integration and risk map
- Opportunity map — effort, risk and business case per initiative
- A written recommendation, including what not to do
- A costed first increment, ready to commit to
Where this has run.

Sephora needed one digital strategy for MENA that read as one Sephora — respecting local taste, keeping pace with the global system, and letting central and regional teams move without stepping on each other.
The questions we actually get asked.
Then that is what the assessment will say, and we will show you what would need to be true for the answer to change. We would rather leave a good relationship on the table than a bad engagement in production.
Four to six weeks, depending on estate complexity and stakeholder availability. We do not need a data room; we need access to the systems and time with the people who run them.
Both are possible, and we will state which is the honest choice for your situation. Most clients bring us back to deliver the first increment we scoped.
Start with one thing that works.
A 60-minute working session with two of our engineers. You bring a delivery problem. You leave with a written assessment of where AI would help, where it would not, and what it would take to find out.
No pitch deck. No obligation.