The AI Tool Audit: A Leader’s Decision-Making Framework

Renewal season forces a decision leaders dread: Which AI tools earned their budget again, and which drained it. Most teams decide with vendor pitch decks and whoever argues loudest. A better approach uses three data inputs — usage, adoption maturity and productivity impact — to make that call an evidence-based decision.