FREE GPU UTILIZATION AUDIT

How much of your GPU spend is quietly wasted?

Most teams find 40–60% of their GPUs are idle, oversized, or mis-priced — invisible on the cloud bill. We'll show you exactly where, in one week. Read-only. No commitment.

✓ Read-only — no workload data ✓ ~1 week turnaround ✓ No commitment
What you get
A clear, attributed picture of your fleet — and the money on the table.

True utilization

Your real average GPU utilization (SM%, memory) — not the billing guess.

Ranked waste list

Every idle, oversized, or mis-priced GPU, ranked by recoverable spend.

% recoverable

The share of your GPU spend you can recover — typically 20–40%.

Per-team breakdown

Chargeback-ready attribution — who's spending, who's wasting.

How it works
Three steps. Zero risk. One week.
STEP 01

Connect, read-only

Point Prizm at your cloud accounts and/or on-prem cluster. Telemetry only — no model weights, no workload data, outbound-only.

STEP 02

We analyze for a week

Our agents map the fleet and watch real utilization across every GPU — across clouds and on-prem, in one view.

STEP 03

You get the report

A clear readout of your waste — quantified as a % of spend, ranked, and attributed per team. Keep it whether you buy or not.

20–40%
typical average GPU utilization
60–80%
of GPU spend doing little or no work
15–35%
net bill reduction once you act
Request your free audit
Tell us a little about your fleet — we'll be in touch within one business day.
By submitting you agree to be contacted about your audit. We never access workload data.
Something went wrong — please email ankesh.tiwari@hibilter.com directly.

Request received — thank you!

We'll reach out within one business day to schedule your read-only audit. Keep an eye on your inbox.