FINOPS & RELEASEAI SRE

GPU Efficiency Without Destroying Headroom

GPU efficiency balances expensive accelerator utilization against the capacity reserve required to meet SLOs.

WHY IT MATTERS

A fleet at 99% utilization may be financially efficient until the smallest burst causes a latency incident.

PRODUCTION EXAMPLE

Steady-state target is 70–80% with higher short-term utilization allowed during known batch windows.

SRE DECISION

What utilization target meets both cost and reliability goals?

REMEMBERIdle capacity can be an intentional reliability feature.
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