The document discusses how increasing chat concurrency, or the number of chats an agent can handle simultaneously, does not necessarily lead to improved customer satisfaction and outcomes. While concurrency can increase efficiency, the document finds that beyond a point concurrency begins to negatively impact key metrics like customer satisfaction, first contact resolution, and agent satisfaction. The optimal concurrency level is found to be under 2 chats per agent on average. The document advocates focusing on metrics like handle times, resolution rates, and conversion lifts that measure effectiveness rather than pushing high concurrency.