Electricity, not AI models, could become India's biggest AI opportunity: Report

India’s biggest AI opportunity may be electricity and physical infrastructure rather than competing to build frontier AI models, according to a report by Shriram Mutual Fund. The thematic study “The AI Bubble Debate: A Unit-Economics Lens” argues that the AI investment cycle is “first and foremost a power-demand story,” with electricity emerging as the binding constraint on global AI expansion. It says that while companies invest billions in AI chips and data centers, electricity limits scale once facilities begin operating, even though GPU and networking dominate construction costs. The report estimates that nearly 60% of an AI data center’s construction cost goes to GPUs and networking equipment, but that electricity becomes the largest recurring requirement. It projects a single AI-grade gigawatt facility can cost between $20 billion and $50 billion and consume electricity equivalent to nearly 750,000 homes. It also notes India has no listed frontier lab or hyperscale cloud company and suggests investing in power generation, transmission, EPC, financing, diesel generators, and wires and cables, alongside switchgear, transformers, grid infrastructure, and cooling systems.