Executive Overviews5 min read

The AI Scaling Problem Nobody Talks About Enough

SOT Research TeamMarch 19, 2026
Executive Takeaway

AI pilots are succeeding. Enterprise impact is not following. Across industries, organizations are accumulating pilot wins while the structural and infrastructure gaps that prevent those wins from reaching business performance go unaddressed. This article draws on direct observations from fractional Chief AI Officer engagements to identify the scaling problems most organizations are not talking about enough, and what leadership teams can do to close the gap.

AI pilots are succeeding. Enterprise impact is not following. Across industries, organizations are accumulating pilot wins while the structural and infrastructure gaps that prevent those wins from reaching business performance go unaddressed.

This article draws on direct observations from fractional Chief AI Officer engagements to identify the scaling problems most organizations are not talking about enough, and what leadership teams can do to close the gap.

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