Researchers used large language models from OpenAI, Anthropic, and Google to simulate freight matching markets with 50 shipper agents. The simulations revealed concentration risks, with a single carrier attracting up to 76% of requests. Disclosing daily capacity reduced concentration by a third and doubled shipper surplus.

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