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Dell Shares AI Advances And New Metrics To Evaluate Infrastructure

TIME TO TOKEN. COST PER TOKEN. Dell just redefined how enterprises measure AI infrastructure—and it changes everything about capex decisions.

Paper-cut illustration of an amber microchip with circuit paths extending into a row of data-center cabinets.
The infrastructure powering AI.AI illustration by KeyNews
The KeyNews take

Why it matters

Dell is establishing new evaluation metrics (time-to-token, cost-per-token) that enterprise leaders must now use to benchmark AI infrastructure decisions, signaling a shift in how infrastructure ROI is measured in the post-model era.

The key facts

4 to know
  1. Dell Technologies World 2026 keynote announcement

  2. New metrics: 'time to token' and 'cost per token' for enterprise AI infrastructure evaluation

  3. Metrics position infrastructure performance as decision-driver for enterprise AI deployments

  4. Published May 18, 2026 on Forbes

Go to the source

Forbes Innovationforbes.com

Publisher excerpt: Dell Technologies World 2026 keynote: why time to token and cost per token are now the essential metrics for enterprise AI infrastructure decisions.
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