Deliver GPU Infrastructure
as a Governed Service — On Demand
Torque gives organizations governed GPU environments provisioned in minutes, reserved in advance, scaled dynamically, and decommissioned automatically when the job completes.
Is Your GPU Infrastructure
Delivering Value
or Just Accumulating Cost?
Too expensive to sit idle. Too complex to provision manually. Too contested to manage informally.
Provisioning Takes Days
By the time GPU infrastructure is ready, workload requirements have moved on. Teams over-provision to compensate. Waste is built into every request.
Idle Cost Is Invisible
Training runs complete. Clusters keep running. Cost accumulates without anyone noticing until the bill arrives, by which point nothing can be done.
Contention Is Unmanaged
When multiple teams need GPU capacity simultaneously there is no system for priority, reservation, or scheduling. Availability is luck, not a service.
Torque turns IT into your organization’s infrastructure service provider.
Self-Service for Every Team
Every team gets governed infrastructure on demand through the interface that fits how they work. Developers from a self-service catalog. Engineering teams from their IDE or IDP. Operations teams from CLI. Agents and pipelines from the API. The request comes from wherever work happens. Torque handles the rest.
One Policy Model
Every request, human, agent, or pipeline, evaluated against the same policy before anything runs. Cost limits, access controls, compliance requirements enforced automatically at provisioning. Not discovered in an audit three weeks later.
Complete Visibility
Every resource tagged at creation with owner, team, and purpose. Cost tracked in real time. Lifecycle managed automatically. Nothing runs longer than it should and nothing disappears without a trace.
Torque delivers governed GPU infrastructure on demand
Define GPU environments as governed blueprints
Resource types, configurations, access controls, and cost policies defined once by platform teams. The right stack for every workload available through the self-service catalog. No manual coordination required before anything launches
Anyone can request GPU infrastructure — no skills required
Describe the workload in plain language. Torque matches the request to the right governed blueprint and provisions the complete GPU environment in minutes. No infrastructure expertise. No cloud credentials. No ops involvement.
Reserve capacity and manage contention transparently
Teams reserve GPU capacity in advance against a governed pool. Torque tracks what is allocated, in use, and available in real time. When capacity is unavailable, teams schedule provisioning for when it becomes free or at a required time. Contention managed. Availability visible.
Scale dynamically, shut down automatically
Capacity scales up for training and down for inference without manual intervention. When the job completes, training run finished, inference job paused, lifecycle policy triggered, Torque shuts it down. No manual cleanup. No idle clusters. No cost accumulating while nobody is watching.
Attribute every cost, optimize every environment
Every GPU environment tagged at creation with owner, team, workload, and business priority. Spend limits enforced before launch. Idle resources reclaimed automatically. When capacity is constrained, lower-priority workloads yield to higher-priority ones. Nothing unattributed. Nothing unexplained on the bill.
Supported Ecosystems
GPU Platforms:
NVIDIA | AMD | CoreWeave
Infrastructure:
AWS | Azure | GCP |VMware/h6>Orchestration:
Kubernetes | Bare Metal GPU
Automation:
REST API | CLI
Kubernetes | Bare Metal GPU
REST API | CLI
Watch a Demo to See How Torque in Action
Delivering the AI Stack
Value & Impact
1.
GPU environments available in minutes, on demand or reserved in advance
2.
Idle GPU cost eliminated through automated lifecycle management
3.
Contention managed transparently through reservation and scheduling
4.
Cost attributed accurately to every workload from the moment it runs
5.
Governance enforced without slowing AI and ML teams down
6.
Full visibility into utilization, availability, reservation status, and cost
Try it yourself
Explore Torque in a live playground
No installation. No configuration. Launch a fully governed environment in minutes and see how Torque discovers, normalizes, and controls infrastructure across your technology stack.
Pre-loaded blueprints across IaC, containers, and GPU infrastructure, ready to launch in one click.
Real governed environments that provision, enforce policy, and tear down automatically.
No credentials required, explore the full platform experience without connecting your own cloud.
Live cost and drift tracking so you can see the governance layer in action from day one.
Want to understand how Torque can transform your business?
Talk to our team and see what governed infrastructure looks like in your environment.