“Researchers introduce LOM-action, an enterprise AI framework that grounds LLM decisions in business event simulations rather than unrestricted knowledge, creating auditable decision trails. This addresses a critical gap in current agent systems by ensuring AI recommendations reflect actual scenario conditions, improving enterprise trustworthiness and regulatory compliance.”