Product Experiment Counterfactual Methods for Estimating the Effects of AI Prompt Engineering

Imagine your team deployed Prompt A globally two weeks ago. Tight deadlines and high confidence meant the rollout hit 100 percent of users without any A/B testing, shadow traffic, or holdout groups. W