AI’s measurement crisis is over. The translation crisis is next
Executive Take
CFOs are done accepting "productivity improved" as justification and now want AI value expressed in dollars, so any AI initiative launched without a pre-agreed formula converting KPI movement into financial terms will struggle to survive the next budget cycle regardless of how well it performs.
Executive Summary
Enterprise AI’s ROI challenge isn’t the technology—it’s what companies choose to measure. MIT found 95% of GenAI pilots showed no measurable P&L impact. Yet Foundry says 55% prioritize employee productivity, while CIO reports 32% struggle with ROI metrics. Futurum shows enterprises are shifting toward hard financial ROI over soft productivity metrics.
Why It Matters
Technology and AI leaders defending AI budgets need to hear this now: the piece reframes 2025's "AI ROI crisis" as a measurement-design failure rather than a technology failure, and warns that finance teams are shifting the bar from productivity metrics to hard revenue and profit numbers in 2026.