That is where benchmarks matters. Good developers may be terrible with AI. Companies should put efforts, pick up a small team, and iterates on ways to reduce token usage. In our case we arrived after lot of back and forth. You shoul dnever allow somebody to use AI on one fine day and expect them to deliver 10X.