GPU Platform Hub · As needed report

Capacity-Planning Review

Generated July 26, 2026

Sample fleet

All figures derive from an illustrative fleet + the real GPU catalog + illustrative pricing. Connect an inventory to see live numbers. Catalog →

GPU capacity

1,048

9 clusters · 3 regions

Utilization

65%

30-day weighted

Idle capacity

35%

reclaimable

Est. monthly

$1.67M

cloud-equivalent

Est. annual

$20.06M

run rate

Refresh share

18%

prior-gen / legacy

Capacity forecast+35% / yr

1,048

Now

1,130

Q+1

1,218

Q+2

1,313

Q+3

1,415

Q+4

At the assumed growth rate, the estate reaches ~1,415 GPUs in a year (+367). Start procurement ahead of lead times.

Utilization trendSample

46%65%

Vendor distribution

NVIDIA984 GPUs · 94%

AMD64 GPUs · 6%

Workload demand

Inference472 GPUs · 45%

Training448 GPUs · 43%

Mixed80 GPUs · 8%

Dev / test48 GPUs · 5%

By business unit

Research$1.23M/mo

Product$315K/mo

Platform$97K/mo

Data$31K/mo

Figures are illustrative — derived from a sample fleet, the GPU catalog, and illustrative pricing.