ZAI Institute · Library · Topics · PricingSign in
Pulse Report

Pulse Report: AI ROI Measurement

2026-08-036 findingsInsights subscription

Senior operators are measuring AI activity but cannot yet prove its value, and the gap is starting to cost real investment.

This month reveals a wide gap between AI activity and AI proof. Leaders are busy measuring, but few can defend the numbers. Only 26 of 149 could state an ROI their board would accept. A full 78 said no. Meanwhile 123 of 149 track time saved, the softest of measures, while just 51 track revenue lift. The dollar link is thin. Only 48 of 149 have tied AI to a specific P&L line. Most launch without a plan to measure. 84 of 149 set success metrics for fewer than a quarter of initiatives. Barriers are spread out. Some say it is too early, some say benefits are diffuse, some lack a baseline. No single cause dominates, so no single fix will work. The stakes are now visible. 42 leaders say weak ROI has already stalled or killed an AI investment, and 39 more are unsure. One consulting leader put the challenge plainly. "The cost of not using it, having a true comparator, has been a cost we haven't yet been able to justify but need to quantify." The pattern is consistent across the survey. Operators believe in AI and keep spending. They just cannot yet show what it returns. The work ahead is less about new tools and more about baselines, pre-set metrics, and a clear path from hours saved to money earned.

Read the full intelligence

The full 6 signals with prevalence and trend, the risk dashboard, the industry breakdowns, and the actions are for owners of the ROI & Measurement topic. Own it for $395, or get everything for $1,495.

Unlock ROI & Measurement, $395Get everything, $1,495See all pricing