Applied Materials is reportedly playing a significant role in the AI boom, with some outlets suggesting it is a key player to watch. However, there is uncertainty about its position relative to other companies, such as Broadcom, which is also said to be dominating AI chips. The company's stock is being considered as a potential investment opportunity, with some outlets weighing its potential as a "pick-and-shovel" play for the AI boom against potential earnings risks.