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

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LLMs consume 5.4x less mobile energy than ad-supported web search operates in show hn launch.

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The standard AI energy debate compares server-side LLM inference to a server-side Google query. I think this misses most of what actually happens on a mobile device during a real search session.I built a parametric model of the full end-to-end mobile search session: 4G/5G radio energy, SoC rendering cost for a 2.5MB page, programmatic advertising RTB auctions running in the background, and network transmission costs for both sides. Then compared it to an equivalent LLM session.Main finding across 10,000 Monte Carlo draws: on mobile, a standard LLM session uses on average 5.4x less energy than a classic ad-supported web search session. Programmatic advertising alone accounts for up to 41% of

LLMs consume 5.4x less mobile energy than ad-supported web search is positioned in show hn launch, a segment that rewards a clear, focused offering.

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Website: dupr.at/thermodynamic-efficiency-inversion