Counterparty Modeling is Not Strategy: The Limits of LLM Negotiators

Current LLM agents accurately model counterparty preferences but do not consistently translate this into strategic bargaining. They often respond to perceived counterparty values without consistently securing gains on their own high-value attributes, leading to suboptimal outcomes for the informed side.