Dell and Intel weigh the costs of enterprise AI scalability

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Dell and Intel weigh the costs of enterprise AI scalability, according to SiliconANGLE AI and SiliconANGLE. Enterprise AI scalability is running into a hard budget wall for some customers. As agentic workloads multiply, cloud token bills are consuming allocations faster than planned, prompting companies to rethink where inference should run. Intel is a semiconductor and electrical company based in Santa Clara.

That cost pressure is reshaping enterprise AI deployment strategy, with on-premises infrastructure and open-weight models moving back into the conversation alongside […] The post Dell and Intel weigh the costs of enterprise AI scalability appeared first on SiliconANGLE . UPDATED 17:24 EDT / OCTOBER 12 2026 AI Dell and Intel weigh the costs of enterprise AI scalability by Jonathan Anthony Enterprise AI scalability is running into a hard budget wall for some customers.

That cost pressure is reshaping enterprise AI deployment strategy , with on-premises infrastructure and open-weight models moving back into the conversation alongside frontier models in the cloud. Some customers are quickly exhausting token budgets, according to Helen O’Sullivan (pictured, left), AI business development manager and solutions specialist at Dell Technologies Inc.

“You still use those frontier models, but you use the open source and infrastructure on-prem to at least eliminate some of the token stress and token maxing going on right now.” (* Disclosure below.) Balancing AI scalability and cost Agentic AI is changing the balance of processor demand.