The AI scaling gap: why ambition is outpacing readiness
Market
CTO-CFO AI portfolio readiness and value accountability
Trend
Demand to deploy AI increased at 94% of surveyed organizations, yet many CIOs remain unable to move pilots into scaled operations. Executive scrutiny is shifting from experimentation volume to durable business value and infrastructure readiness.
Tech Highlight
The actionable framework joins governed data foundations, ethics, operating ownership, and value measures before scale funding is released, making readiness a portfolio gate rather than a post-pilot cleanup exercise.
6-Month Outlook
Finance leaders will ask for staged investment tied to production adoption, risk, and unit economics. Watch AI portfolios consolidate around fewer workflows with explicit owners and measurable value baselines.