5 Actions From Esteban Kolsky's July Enterprise AI Board Report

July 16, 2026

This month's July Board report shows the conversation has shifted from whether to do AI to how to control its execution. Chief Distiller and Board Advisory Esteban Kolsky breaks it down into 5 key points:

  1. Tech spending is separating from economic caution. Invest in data readiness, security, governance, and infrastructure.
  2. Public frontier models alone no longer differentiate. Context, privileged data, and homegrown models win.
  3. At 74% adoption, agentic AI is now an authority question. Agents need permissions, cost controls, monitoring, and a way to undo mistakes.
  4. Enterprise AI needs balance between "brains" (CPUs) and "brawn" (GPUs), plus storage, edge compute, and observability.
  5. Talent is the hardest constraint. Experienced people who can navigate ambiguity and apply judgment matter most.

Access the full report here: https://www.constellationr.com/research/enterprise-technology-intelligence-monthly-update-july-2026

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