Rising data center goals in India now depend on volatile state-level power availability. Energy costs dictate where AI infrastructure scales. This creates a bottleneck for domestic compute capacity. Practitioners must prioritize energy-efficient hardware to avoid prohibitive operational costs as the country expands its digital infrastructure to support large-scale model deployment.