Analytics only matters when a named decision changes
AI for analytics and decision intelligence
Business Functions, Decision Intelligence & ROI
Where does AI change business functions and show measurable ROI?
Analytics discipline, marketing & CX, finance & control, operations & HR, and the portfolio method that separates pilots from P&L impact.
Lessons in this module
Growth with AI is a trust budget — spend it carefully
AI in marketing, sales, and customer experience
In finance, an AI without an audit trail is a liability engine
AI in finance, accounting, risk, and control
AI transforms tasks, not jobs — redesign the workflow, keep humans accountable
AI in operations, supply chain, HR, and organizational productivity
Fund workflows, not pilots: portfolio discipline beats enthusiasm
AI strategy, ROI, and use-case portfolio management