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.
Your real average GPU utilization (SM%, memory) — not the billing guess.
Every idle, oversized, or mis-priced GPU, ranked by recoverable spend.
The share of your GPU spend you can recover — typically 20–40%.
Chargeback-ready attribution — who's spending, who's wasting.
Point Prizm at your cloud accounts and/or on-prem cluster. Telemetry only — no model weights, no workload data, outbound-only.
Our agents map the fleet and watch real utilization across every GPU — across clouds and on-prem, in one view.
A clear readout of your waste — quantified as a % of spend, ranked, and attributed per team. Keep it whether you buy or not.
Auto-discovers every GPU across clouds & on-prem and streams real utilization — SM%, memory, power, throttling.
A super-agent directs specialist agents to size the waste and choose the fix — rightsize, scale-to-zero, spot.
Every action is gated: blast-radius cap, reversible-only, owner sign-off. Propose ≠ approve ≠ execute.
Applies the fix via real effectors (GCP/AWS/K8s/on-prem), verifies it, rolls back on failure — fully audited.
We'll reach out within one business day to schedule your read-only audit. Keep an eye on your inbox.