The Ecom-RLVE framework creates adaptive, verifiable environments to test conversational agents in e-commerce. It uses a dynamic state-tracking mechanism to validate if an agent actually completes a purchase or solves a query. This solves the problem of unreliable LLM-based evaluators. Developers can now benchmark agent reliability with concrete, verifiable outcomes.