CASEResearch Institute

TIER T2

GPU utilization 30% → 78%

Workload

AI Training (Multi-tenant)

Scale

80 GPUs / 60 users

GPU utilization

78%

Δ +48%p

01Challenge

The situation

The queue policy used a single priority level. Short jobs were perpetually deferred while long-running jobs monopolized resources. User satisfaction hit rock bottom.

02Approach

The approach

014-week workload pattern measurement
02Redesigned backfill + fair-share + queue priorities
03Deployed Luxe Vision for user self-monitoring
04Automated weekly operations reports

03Results

Results

GPU utilization

78%

Average job wait time

−72%

Operations team billing effort

−85%

04Suite Used

Operations automation — Luxe Series products used

Luxe Vision
Luxe Vantage

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