The Definitive Guide toAI Data Centers
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more users served per GPU with prefix caching + KV offload combined

~10xestimate

Value kindestimate — Interpret this value according to its displayed kind, scope, source, and as-of date.
ScopeA secondary summary of a vendor-reported result on one complete tested configuration; the model, serving engine, prefix-hit rate and latency target are unstated. It is not a measured multiplier for another fleet — derive the served-user gain from the prefix-hit rate, the complete transfer time and the remaining time-to-first-token budget, as this chapter does.
As of2026
SourceSpheron KV-cache optimization guide
Reviewchecking…review by 2026-09-29 · standard cadence
Recorded changeslast 2026-06-29
Claim idmore-users-served-per-gpu-with-prefix-caching

Where the guide uses it

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