The Margin LabsThe Margin Labs

Service

AI-Ready Systems Design

Designing the data, integration and workflow layer your business needs before AI can compound. Stack-agnostic, native-first, adoption-aware.

Led by Luke

AI has a data problem before it has an algorithm problem. If your inventory lives in three places, your CRM and your finance ledger disagree on the customer, and your team rebuilds the same report every Monday, no AI is going to fix that. It will just expose it faster.

AI-Ready Systems Design is the architecture work that comes between the operating-model fix and the build. We map the data spine: what is the source of truth for each business object (customer, order, product, project, candidate), where does it live now, where should it live, and how do the surrounding systems read and write to it without fighting.

We are stack-agnostic but native-first. The cheapest, fastest and most maintainable solution is almost always the one that uses your platforms (ERP, CRM, eCommerce, ATS) the way they were built to be used, not the one that bolts a custom layer on top. We earn the right to customise by proving the native path will not work.

Vendor selection sits inside this work. We run RFPs that compare apples to apples, challenge proposed scope against the operating model, and stress-test integration claims before contracts are signed. The deliverable is a phased systems roadmap your finance director, your operations lead and your incoming AI work can all align to.

Book the call. Keep the roadmap.

Thirty to forty-five minutes with both founders. We deliver your free AI Profit Roadmap within a week.