What marketing data do you need before AI adds any value?

Most marketing teams buying AI tools are doing it in the wrong order. They are investing in models before they have anything worth modelling. The result is expensive, slow and quietly embarrassing — a lot of dashboards that do not drive decisions, a lot of vendor promises that did not survive…