The AI Free Ride Is Ending: Why Businesses Need to Prove AI Value Before Costs Escalate
For the last few years, many organisations have been experimenting with artificial intelligence in unusually forgiving conditions. Powerful tools were cheap. Free tiers were generous. Subscriptions looked simple. Internal pilots could be launched quickly. Teams could test copilots, chatbots, AI agents, document tools, sales assistants, coding assistants and workflow automation without thinking too deeply about […]
CFOs: Stop Funding “AI Pilots” and Start Funding Measurable Outcomes
A Procurement Ready Model for ROI, Risk, and Run Rate Control Enterprise AI spending is drifting into a familiar pattern: small pilots, short proofs of concept, and disconnected tool trials that never graduate into controlled, auditable, value producing capabilities. Finance then sees unpredictable invoices, fragmented licensing, inconsistent security posture, and a backlog of “promising experiments” […]