The AI Daily Brief · Sunday, September 6, 2026
AI-native companies will prioritize cost efficiency by tracking metrics like 'cost per accepted pull request' and driving it down through improved token efficiency. This signifies a move towards defining and comparing AI delivery metrics more rigorously.
“Feature number nine is a cost efficiency feature, where AI native companies will make cost per accepted pull request a key software metric and drive it down through better token efficiency.”
“I think we're just at the beginning of the period of figuring out what the key metrics of AI delivery are.”
“And what's clear to us at this point is that whatever the metrics that we land on are, it's likely that they include some sense of completeness, as well as cost per completeness, in order to be able to better compare model harness combos in a more apples to apples kind of way.”