A role-specific guide to measuring AI ROI, presenting it to leadership, and building the habits that turn AI activity into AI accountability.
80% of professionals say AI improved their productivity, but only 37% of organisations can point to measurable financial impact, and only 6% qualify as high performers with real returns. That gap between what people feel and what organisations can prove is where most AI investments quietly stall.
This guide is built for the professionals doing the actual AI work across six roles, giving each one a specific set of metrics to track, a baseline to measure against, a way to catch where productivity gains are leaking before they reach a business outcome, and a one-page template to present results to leadership in language that lands. The 90-day plan at the end turns all of it into a habit rather than a one-time exercise.
