Most AI failures are governance failures wearing a technical costume.

Every company can now ship something impressive in a fortnight. Very few can explain, six months later, which decisions their systems are making, on whose data, with what recourse when they are wrong.

That gap is where value leaks and where boards get caught. My work sits in it: naming the decisions, assigning the owners, and building the assurance that lets a company move faster because it knows where its edges are.