Massive capital requirements for AI data centers create a high barrier to entry. Only the wealthiest firms can afford the specialized hardware and energy infrastructure needed for frontier models. This trend centralizes power among a few corporate giants. Practitioners face a future where compute access depends on a handful of private providers.