Every enterprise AI deployment I've seen fail had the same root cause: the integration layer, where AI meets the systems already there, was treated as an afterthought.

Insight: The teams that succeed treat integration as a first-class architecture concern, not a deployment task.

After watching this pattern repeat across construction, manufacturing, and logistics, the fix became obvious: you build the integration layer first, then fit the model to it.