AI Infrastructure Is Scaling Fast. Decision-Making Isn’t
Infrastructure is scaling 10x faster than boardrooms can decide. That's now the real constraint on AI ROI.

Why it matters
As compute and models mature, enterprise adoption is bottlenecked not by capability or cost, but by organizational decision velocity. Leaders need frameworks to close the gap between what's possible and what they can actually deploy.
The key facts
7 to knowInfrastructure scaling outpacing enterprise decision-making velocity
Organizational bottleneck emerging as primary constraint on AI deployment
Gap between technical capability and business adoption widening
Infrastructure scaling outpacing enterprise adoption
Decision-making lag identified as emerging bottleneck
Published May 2026 — speaks to mid-2020s AI maturity gap
Forbes Tech Council op-ed format — strategic/thought leadership piece
Go to the source
Forbes Innovationforbes.com
Publisher excerpt: AI infrastructure is scaling faster than enterprise decision-making. And that gap is becoming the real bottleneck.