In the highly competitive new energy vehicle market, even minor delays in test cycle time can add up to create significant financial and operational pressure for companies. When the testing phase on the production line is delayed due toDiagnosed as lag caused by insufficient bandwidth... The most direct impact is that overall throughput is constrained, leading toDecreased equipment utilization...and was unable to deliver the high-value battery pack order on time.

The deeper cost lies in the loss of control over product quality and operating costs. In an effort to keep up with the demanding production line pace, if companies choose to reduce testing procedures or lower data collection frequency, they run a high risk of creating potential quality issues. This can result in defective products entering subsequent assembly stages or the end market, ultimately leading to costly recalls and damage to the brand’s reputation.

In addition, frequent test timeouts and protocol translation errors can increase unplanned downtime on automated production lines. On-site engineers must spend a significant amount of time debugging and manually retesting, which not only drives up labor and operating costs but also causes companies to lose their competitive edge in the transition to automation and digital transformation.