I spent almost 14 years at an S&P 500 company. I think it largely comes down to where the bottleneck is.

In some organizations, it doesn't matter whether you produce 1x or 10x as much work. If the process says reviews happen on Mondays and deployment decisions are made at the end of the month, getting your work done faster won't change much.

I'm at a much smaller company now, and we've doubled our feature delivery rate while increasing code coverage and overall product quality. We've also tripled our marketing content output, which was an area where we'd been falling behind.

AI can significantly improve individual productivity, but whether that translates into business results depends on how the organization operates.