Brian Venturo is the CSO and co-founder of CoreWeave, an AI cloud computing infrastructure provider. He discusses the operational lifespan of data center GPUs.
“Last year is when we saw let's call it the hyperscalers that were around in the twenty-tenths, so Amazon, Microsoft, and Google, finally retire their NVIDIA K-eighty fleets, and the K-eighty was a GPU that was introduced in 2014. So it's, it was active in their clouds, almost fully utilized for 10 years.”
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More from Brian Venturo
AssertionNot checkable as stated
Venturo: CoreWeave owns the largest dataset on AI infrastructure failures
“We have the world's largest data set of how these things run, how they fail, and we've built all the recovery mechanisms and the software intelligence to help our customers run these things.”
Brian VenturoJan 7, 2026▶ 12:42Coreweave: AI Bubble Poster Child Or The Next Tech Giant? — With Michael Intrator and Brian Venturo
AssertionNot checkable as stated
Venturo: No difference between training and inference infrastructure for modern AI
“So there's really no difference between training infrastructure we deployed to build those capabilities and what our customers are ultimately using to serve them.”
Brian VenturoJan 7, 2026▶ 14:40Coreweave: AI Bubble Poster Child Or The Next Tech Giant? — With Michael Intrator and Brian Venturo
Disclosure
Venturo: CoreWeave re-contracted 5-year-old NVIDIA A100s at 95% of original pricing
“In addition to the H 100, which came out in 2023, right, we signed a term contract for the A 100, like within like the 95% of an original price range for on, like on term last week or two weeks ago. Like, that's crazy. Those GPUs are already five years old and…”
Brian VenturoJan 7, 2026▶ 50:00Coreweave: AI Bubble Poster Child Or The Next Tech Giant? — With Michael Intrator and Brian Venturo
Opinion
Venturo: Construction labor, not power, is currently limiting AI data center builds
“And right now I don't think that power itself, meaning grid connections and the generation capacity is the limiting factor. Right now it's the construction and trades. So it's human labor and supply chain that are the limiting factor is that you went from a ma…”
Brian VenturoJan 7, 2026▶ 56:04Coreweave: AI Bubble Poster Child Or The Next Tech Giant? — With Michael Intrator and Brian Venturo
Insight
Venturo: Liquid cooling differentiation is in software control, not physical plumbing
“Everybody believes that this, that there's some differentiation in the plumbing of the liquid cooled data center, right? That's not where the differentiation lies. It's all the same pipe and valves and fittings. Like everyone's using the same things there. The…”
Brian VenturoJan 7, 2026▶ 8:52Coreweave: AI Bubble Poster Child Or The Next Tech Giant? — With Michael Intrator and Brian Venturo
AssertionNot checkable as stated
Venturo: CoreWeave compute demand has shifted to roughly 50-50 training and inference
“Six months ago, I would have said it was two-thirds training and one-third inference. It's probably close to fifty-fifty now.”
Brian VenturoJan 7, 2026▶ 14:59Coreweave: AI Bubble Poster Child Or The Next Tech Giant? — With Michael Intrator and Brian Venturo
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