Value drivers are the categories of benefit an initiative is expected to deliver. A common set for AI and automation is: productivity and automation improvement, cost reduction, revenue growth, customer experience, compliance and risk mitigation, and employee experience and retention. Tagging each initiative with its value drivers shows where a portfolio is creating value and makes benefits easier to measure consistently.