In May 2026 Google handed ad campaigns to an AI agent and OpenAI opened ChatGPT ads to small budgets, as customers get answers from AI.

Consensus is right that Jevons holds in the aggregate; missing that the expansion accrues at the top — hire juniors now, while nobody else is.