The AI Productivity Measurement Trap: Why Token Counts, Copilot Usage, and Code Volume Can Mislead the Board

TL;DR AI adoption data is not the same as productivity evidence. Licenses assigned, active Copilot users, prompts submitted, tokens consumed, suggestions accepted, and lines of code generated can show that a tool is available and being used. They do not prove that the organization improved revenue, customer experience, end-to-end cycle time, quality, operating margin, or … Explore: The AI Productivity Measurement Trap: Why Token Counts,…

AI Is Coming for Inefficiency: How Enterprise Leaders Should Redesign Work Before Automating It

AI Is Coming for Inefficiency: How Enterprise Leaders Should Redesign Work Before Automating It AI is not just another technology wave waiting for a procurement cycle, a license rollout, and a few enablement sessions. It is a pressure test on the way work actually moves through the enterprise. That is why Gartner’s framing matters. The … Explore: AI Is Coming for Inefficiency: How Enterprise Leaders…