AI infrastructure costs exploding while profit margins remain trapped at hardware suppliers

Companies scaling AI token generation and LLM inference face skyrocketing computational costs concentrated at GPU manufacturers like NVIDIA, with profits failing to reach downstream AI service providers and enterprises. Organizations struggle to achieve profitability despite massive token volume growth because hardware costs remain fixed and non-negotiable, creating a margin squeeze that current cloud pricing models don't solve.