The Ecom-RLVE framework uses adaptive environments to test conversational agents in e-commerce. It replaces static scripts with dynamic simulations that verify if an agent actually completes a purchase. This allows researchers to measure reliability without manual review. Practitioners can now benchmark agentic workflows against concrete, verifiable success metrics instead of vague linguistic quality.