Dell Symposium: Cost and Control Reshape Enterprise AI

At Dell's AI Leadership Symposium in San Jose, analysts and partners said enterprises are moving AI from proofs of concept into production, where token costs and control now dominate. Dell can roll out 350 racks within two weeks, Deepgram is pushing voice models onto air-gapped laptops, and startups including Sycamore Labs are building runtime governance for autonomous agents.