I have seen two classes of AI productivity gains, each with different organizational challenges: 1. The 10x–100x engineer. 2. The 1.5x–2x team. Stephen Toub’s Copilot runtime rewrite is an example of the first. AirOps reporting 2x productivity and 5x revenue growth is an example of the second.