Building apps with AI can cost 10,000x more energy than quick chatbot queries

shiringhaffary · x · 2026-09-04

New independent research from Vals AI finds the environmental cost of having an AI build a software app can be up to 10,000x that of asking a chatbot a quick question.

Reporters Shiri Ghaffary and Michelle Ma dig into what drives the gap: agentic app-building involves extensive iterative reasoning and compute, far beyond a single query — one of the first independent studies quantifying the energy difference between lightweight and heavyweight AI tasks.

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