What should not be counted as AI ROI?
Do not count vague productivity optimism. Count operating changes that can be reviewed after launch.
RELATED PAGE AI ROI SpreadsheetSHORT ANSWER
Start here. The longer context and related questions follow below.
RELEVANT RESULTS
Selected results from related operator-led work.
AI ROI Calculator shipped
RESULTS View resultsAI ROI Spreadsheet published
RESULTS View results92% forecast accuracy infrastructure
RESULTS View resultsNEXT QUESTIONS
Each follow-up question opens the next issue and points to a relevant page.
Do not count vague productivity optimism. Count operating changes that can be reviewed after launch.
RELATED PAGE AI ROI SpreadsheetChoose the metric the workflow is supposed to move: response time, cycle time, rework, report effort, lead follow-up, or exception visibility.
RELATED PAGE AI ROI CalculatorThe target depends on workflow size and risk, but the first build should have a payback story leadership can review within one or two quarters.
RELATED PAGE AI Workflow AutomationRELATED PAGES
A 14-day diagnostic converts the question into owners, cadence, and board-ready decisions.
Request a Turnaround Assessment