Most estates cannot support AI delivery yet. We fix that first.
Legacy commerce and ERP estates rebuilt to a state where AI delivery is actually possible.
- Composable commerce and API surface rebuild
- Environment parity — shadow data and observability
- Migration in reviewed increments, no big-bang cutover
- A platform ready for agent-run delivery
Where this has run.

MAGRABi is trusted for clinical clarity in the store. Online was a different story — the app, the website and the store network each held part of the customer and none of them the whole picture. The brief was to make the digital surface read the way the store already does.
The questions we actually get asked.
Because agents cannot work safely against an estate with no test coverage or environment parity. The honest sequencing is to modernise first, then accelerate.
No. Migration proceeds in reviewed increments, each with reversal criteria. If an increment does not clear its gate, it does not ship.
Twelve to eighteen months on a large multi-brand estate, in visible increments the business can plan around.
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.