Market analysts are shifting focus toward the physical layer of the AI stack. While software dominates headlines, capital is flowing into the energy and cooling systems required for massive data centers. This pivot favors industrial hardware providers over pure-play software firms. Practitioners should monitor power grid constraints as the primary bottleneck for scaling.