AI coding tools need a company-wide factory to ship reliably
Once a company runs hundreds of coding agents, buying Claude Code or Cursor is not enough: work needs cloud execution, shared rules, identity, testing, and a way to track the bill. Uber’s approach keeps the coding agents and builds six surrounding pieces, starting with migrations and code review rather than feature work. The practical metric is cost per unit of work, such as cost per merged pull request.