Performance design quality refers to ensuring that the system can handle the expected load and operate efficiently under varying conditions. This includes the ability to handle spikes in demand, such as CPU usage, without degradation in service. The statement "The solution must scale to meet spikes in CPU demand" addresses how the system will handle sudden increases in workload, ensuring that the solution meets performance expectations even under peak conditions.