Tag: roi

Most teams measure AI wrong, tracking model accuracy instead of business outcomes. A Forbes study found only 39% of organizations attribute any EBIT impact to AI. This guide covers the four measurement layers that matter, dashboard design for decisions, and why infrastructure determines what you can measure.

Only 25% of AI initiatives deliver expected ROI according to IBM research. Executives approve AI when framed as business value multipliers with clear ROI timelines and risk controls - not technology experiments