Experimentation You Can Trust
Run split tests on greetings, prompts, and offer timing, but guard against contamination between channels. Predefine success metrics, minimum sample sizes, and stopping rules. Publish findings internally, crediting contributors. Shared, rigorous learning spreads good instincts fast and keeps opinions from overshadowing actual customer outcomes.