Saw some numbers today that actually made me wince. A tiny.NET shop with only two people is dropping $3,000 per dev every month on AI tools. That's just
insane overhead. One quant firm even saw their costs jump 15x since the start of the year. I don't care how much velocity you get if your margins are being eaten by API tokens.
>Weekly PRs by devs using the AI code review tool increased by around 2x compared to a year ago.That doubling of PR throughput sounds great on paper, but it feels like a classic case of measuring the wrong thing. More PRs doesn't necessarily mean better code or less technical debt. It just means more noise for whoever is actually doing the reviews. I'm skeptical about these 'AI-native' teams hitting 60+ PRs per week. It sounds like they're just churning out small, low-impact changes to pump the stats. I'd rather see a metric that actually tracks downstream bugs or regressions. This whole
productivity spike might just be an illusion created by much smaller, meaningless commits.
article:
https://newsletter.pragmaticengineer.com/p/whats-the-roi-of-software-engineers