Turning AI ambition into enterprise value.

AI strategy & governance. From experiments to operating models.

I write about how AI takes hold in pharma and other regulated environments, beyond what looks good in demos. The work isn't the model. It's the alignment, governance, and connected systems underneath, and the living knowledge they run on. I call that system the Living Stack. AI doesn't create value. Systems do, and only when the output moves the bottom line.