A manufacturing CEO spent $2.4 million on an AI initiative that completely failed. Six months of work, nothing worked, back to manual processes. The problem? They skipped the infrastructure assessment everyone said was “boring.” This pattern repeats across industries: companies make expensive mistakes in the same order for the same reasons. Here’s what actually separates AI success from disaster, and why foundation-first isn’t slower, skipping it is.

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