Product Experimentation with Doubly Robust Estimation: When Both Your Models Are Wrong in LLM Applications

Your AI product shipped an agent-mode opt-in six months ago. You ran a propensity analysis, adjusted for engagement tier and query confidence, and reported a clean +8 percentage-point lift in task com