Hyperscalers are facing increased pressure to meet the demands of machine learning and generative artificial intelligence large language models, which require more bandwidth, more wavelengths, and higher performance components. Optical communications hardware providers must optimize costs and energy efficiency to meet the needs of hyperscalers and ensure the total cost of ownership remains within reach.