How to Set Up a Holdout Group for AI Agents

Two click rates sat a fraction of a point apart, with the existing messaging slightly ahead, and the result was read as a verdict on the agents. The gap was too small to mean anything statistically, but the more important detail was somewhere else. The existing system had kept the abandoned-cart reminders, the birthday offers […]