A year ago companies ran token leaderboards with bonuses. Today CFOs are installing monitoring tools and setting hard limits. One CTO said they went from 'letting every flower bloom' to 'CFOs with a lawnmower.' The Uber example is stark: they burned through their entire AI inference budget in four months.