Insights
Why AI Makes Workplace Ideas More Alike
AI is making everyone’s work better. That might be the problem.
Four studies synthesized this month in MIT Sloan Management Review — spanning short-story writing, sustainability solutions, humor, and collaborative storytelling — found the same pattern: when people use AI, their individual output improves. Quality goes up. Writing gets sharper. Solutions get more polished. But something else happens. Everyone’s work starts looking the same.
Across all four studies, AI assistance reduced the collective diversity of ideas. Higher average quality. Fewer outliers. The breakthroughs — the weird, unexpected, category-defining ideas — got rarer. The researchers call it a social dilemma. Each person is individually better off. But collectively, the idea space narrows.
Everyone converges on “good enough”
Everyone converges on “good enough.” This should concern every leader who believes their competitive advantage comes from innovation.
Innovation doesn’t come from better averages
Because innovation doesn’t come from better averages. It comes from variance. From the idea nobody expected. From the person who thought about the problem differently because they had a different life, a different frustration, a different question. Optimization smooths those edges away.
We are entering an era where AI can give every team member polished, competent, well-structured output. That’s extraordinary. But if every organization uses the same tools to optimize the same processes toward the same standards, the result isn’t differentiation — it’s convergence. The organizations that will lead won’t be the ones with the best AI stack. They’ll be the ones that cultivate the most divergent human thinking alongside it.
The most dangerous AI strategy isn’t failing to adopt
This is why I keep returning to the idea of Contribution Leadership. Not because AI isn’t valuable — it is, profoundly. But because AI handles the part that’s becoming abundant: execution, polish, synthesis. The scarce part — the part that creates competitive advantage — is the originality that AI can’t generate on its own. Messiness creates discovery. Variation creates insight. Different experiences produce different ideas. The most dangerous AI strategy isn’t failing to adopt. It’s adopting so thoroughly that you optimize away the only thing your competitors can’t copy: the way your people think.