Pick the right tools. I choose what actually solves your problem, not what wins the demo — tested against your real work before anything goes near production. The same judgement behind the on-prem AI server and the AI Monitor in my portfolio.
Wire them in safely. AI plugged into your existing setup without breaking it: clear limits on what data goes where, a human check wherever the risk is real, and GDPR, the AI Act and AML considered from the start, not bolted on after.
Hand it over. Your team ends up owning the system — every build ends in a clear yes/no and a plain-language handover. No lock-in, no permanent dependence on me.