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When the Balance Sheet Becomes the Battleground

13 min readSep 26, 2026

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The increasingly debt- and structured-finance-supported AI capex race is changing the economics of intelligence — and the next competitive advantage may belong not to the company with the biggest model, but to the one that converts capital into durable intelligence most efficiently.

A consulting leader’s perspective on AI infrastructure, financing, return on invested capital, and the implications for enterprise strategy

As per my recent observations around the AI advancements and capital markets, AI is no longer only a technology race. It is becoming a race in capital allocation, infrastructure engineering, and the ability to monetize intelligence before the cost of building it outruns the value created.

The AI Story Is Quietly Becoming a Financing Story

For most of the generative AI era, we have discussed the race through a familiar vocabulary: model parameters, benchmark scores, GPUs, tokens, agents, and developer adoption. That vocabulary is now incomplete.

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A seasoned veteran in Indian IT industry. Father of two wonderful kids. Passionate about learning every day and sharing knowledge.

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