Idle GPU shutdown
Detect, recommend, approve, stop — with hourly avoided-cost in dollars
Hosted Compute connects cloud accounts, deploys or adopts agents, governs expensive AI workloads, and proves Verified Avoided Compute Cost across cloud, private, and air-gapped environments.
FinOps tools show where the bill went. Compute stops waste while the work is still running, and writes a finance-defensible ledger event every time a dollar gets saved.
AWS / Azure / GCP read-only role takes minutes. Optional outbound-only agent where deeper host telemetry is needed.
Compute finds unmanaged GPU assets, local AI runtimes, expensive recurring jobs, and idle / oversized resources across the fleet.
Fresh install path + existing-agent adoption. OS + arch detection. Unified / non-unified fingerprinting. Signed packages. Full audit trail.
Resource Guard enforces CPU / memory / GPU-VRAM / disk / network. Policy-gated throttle, pause, queue, route. Approval gates on destructive actions.
Every avoided dollar gets a signed ledger event: baseline vs optimized, source, timestamp, action, evidence. Finance-defensible.
Every automation card shows value, risk level, and required access. Approval-gated by default. Auto-execute only for low-risk actions when policy explicitly allows.
Detect, recommend, approve, stop — with hourly avoided-cost in dollars
Predict expensive failures before they burn budget on a doomed run
Allocated vs used CPU / mem / GPU-VRAM across historical runs
Retryable jobs go to cheaper capacity when SLA risk is acceptable
If a local GPU can run the job within SLA, save the cloud spend
Catch runaway Ollama / vLLM / render / backtest before it starves a host
CISO / CIO / FinOps buyers don't want to book a call just to learn whether this is a $20k or $500k product. Public ranges below. Optional Verified Avoided Compute Cost share for customers who prefer pricing tied to proven results.
7-day observe-only audit. First Verified Avoided Compute Cost report.
Continuous visibility + recommendations. Cloud connectors + observe agents.
Auto Deployment + Resource Guard + approval-gated automation + ledger tied to actions.
Custom SSO/RBAC · custom connectors · private package registry · premium SLA.
Most customers start with Hosted Compute. Connect your cloud accounts, deploy agents only where deeper host telemetry is needed, and get a 7-day Verified Avoided Compute Cost report. Appliance and air-gapped are available for regulated or private environments.
Same control plane, same audit chain, same agent. Move between modes as your posture evolves — no re-implementation. Hosted is the default for cloud spend governance; appliance shows up when the data boundary requires it.
Default for cloud-first customers. Customer-controlled keys + region + retention. Signed audit chain. Fastest time-to-value.
Image in your hypervisor. OVA · VHD · QCOW2 · VMDK. Network egress = 0 by default. For data-boundary or private-cloud customers.
GX10 / DGX appliance shipped to your rack. Air-gap supported. Regulated + private + on-prem AI workloads governed without leaving your boundary.
We connected three AWS accounts on a Tuesday and had a finance-ready avoided-cost report by Friday. Compute caught two idle DGX instances and one runaway training job inside the first hour.
Observe-only by default. No destructive automation. Hosted Compute, customer-controlled keys, customer-owned SIEM and audit. Cancel anytime during the audit.