Dell COO Says Agentic AI Is Breaking Cloud Economics, Forcing Data Center Rebuild

InnovationAIDell COO Says Agentic AI Is Breaking Cloud Economics, Forcing Data Center RebuildByVictor Dey,Contributor.Forbes contributors publish independent expert analyses and insights. Victor Dey is an analyst and writer covering AI and emerging tech. Follow AuthorMay 19, 2026, 01:07pm EDT--:-- / --:--This voice experience is generated by AI. Learn more.This voice experience is generated by AI. Learn more.Dell’s Jeff Clarke says token consumption for AI reasoning is up 320x as agentic systems break cloud economics, forcing a complete rethink of enterprise data center architecture.Dell TechnologiesWhen token costs fall 80% in a single year but token consumption for reasoning alone surges 320 times, something fundamental breaks — not just in the economics of cloud AI, but in the physical architecture of every data center built to run it. That arithmetic explains everything Dell Technologies unveiled at its annual conference in Las Vegas this week, and why the company is placing one of the largest strategic bets in its history.The computing infrastructure giant asserts that agentic AI will continue to generate such continuous demand for inference that cloud-only enterprise strategies will become both economically indefensible and thermodynamically impossible to sustain at scale."Last year I said token use was undercalled," Jeff Clarke, vice chairman and chief operating officer of Dell Technologies, tells me. "I was too conservative." He notes that the token request volume now being generated comes from autonomous systems that do not sleep, pause between tasks, or wait for business hours. "The risk isn't overbuilding, but being caught flat-footed as the demand curve bends and never comes back," he says. In agentic environments, data workloads continuously trigger additional reasoning cycles and machine-to-machine interactions, causing infrastructure demand to compound instead of scaling predictably."Eighty-three percent of the...