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LLMs consume 5.4x less mobile energy than ad-supported web search

By shifting the functional unit from server queries to full user sessions, this assessment demonstrates how generative AI bypasses the massive energy tax of the modern ad-supported web. The standard AI energy debate compares server-side LLM inference to a server-side Google query.

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