Parallelism or Concession? Concurrency-Aware Procurement Negotiation for Agentic Commerce

Xiaolin Xu, Donghao Zhu

Agentic buyers can cheaply fork a procurement task into many parallel negotiations, but concurrency is not free: every thread consumes resources, and simultaneous agreements create…