Metrics Are the Beginning. Go Ask Why.

Sat, 06 Jun 2026 00:00:00 +0000

The real AI code review problem has nothing to do with tokens.

I’ve been helping customers measure their AI toolchain. And the same problem keeps showing up.

They want to know if their AI investment is working. So we look at the metrics. Token count. Utilization rates. PR volume. And almost every time, the same question surfaces — not from me, but from them:

“We’re shipping more. But are we reviewing less carefully?”

Ai-Toolchain on Working Theories

Metrics Are the Beginning. Go Ask Why.