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Applied AI·July 3, 2026·1 min read

Why 'time to token' is the new battleground for data centers

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Framing data center competition around 'time to token' makes the gap explicit between software teams shipping agentic workloads and the physical constraints of power, cooling, and build-out. If you’re a heavy AI user, start treating colo and cloud providers less like commodities and more like latency-and-capacity partners — with SLAs tied to model throughput, not just uptime.