AI Info Trend

Jul 20, 2026 · Industry Insights

From Token Costs to Effective Work: A 2026 Framework for Measuring Enterprise AI ROI

The article argues that traditional software metrics like seats, active users, and renewal rates fail to capture AI value, proposing a four‑dimensional scorecard that measures effective work, complete task cost, reliability, and scale benefits, while analyzing trends, market impacts, risks, and future outlooks for enterprise AI investment.