The average manager saves twice as much time with AI as the people doing the actual work
Managers save 7.2 hours per week with AI. Individual contributors save 3.4. The gap is structural, not cognitive, and it is shaping how organizations adopt AI in ways that benefit the top of the org chart first.
The $67.4 Billion Tax on Trusting AI
Enterprises lost $67.4 billion to AI hallucinations in 2024. But the real cost isn't the wrong answers. It's the 4.3 hours per week every employee spends verifying AI output, a verification tax nobody budgeted for.
The One-Person AI Company Is Real Now
AI tools have compressed what used to require a team of 10 into something one person can ship. The constraint isn't the tools anymore.
The Productivity Panic Around AI Coding Tools Is Just Bad Management in Disguise
The productivity panic around AI coding tools is real. But it is a management failure, not a tool problem.
AI Made Developer Burnout Worse
AI was supposed to reduce developer burnout by handling the tedious parts. Instead it created a new kind of exhaustion.