Overview of custom AI chip development programs across major hyperscalers. Google leads with its seventh-generation TPU (Ironwood) in production, while Microsoft lags with Maia 200 delayed to 2026. The trend toward in-house silicon reflects a strategic shift away from NVIDIA dependence.