Give Every Data Scientist the AI Workspace They Actually Need
Torque delivers a governed AI development workspace as an internal service, compute, tools, and data access ready when the work starts.
Are Your Data Scientists
Spending Time on Infrastructure
or on Models?
Every hour spent waiting for environments is an hour not spent on the work that drives the business forward
Access Takes Too Long
Getting GPU resources, AI services, and data access requires engineering involvement for every request. That bottleneck delays every piece of work.
Environments Are Inconsistent
Manual assembly means configuration drifts between team members and between runs. Reproducibility is constantly at risk.
Cost Accumulates Silently
Notebooks left running. GPU clusters not shut down. Services provisioned and forgotten. Cost builds without attribution or lifecycle controls until it surfaces on a bill no one can explain
Torque delivers the AI workspace your team actually needs.
Everything Ready on Demand
GPU compute, notebooks, AI services, data access, and collaboration tools provisioned together as a complete governed environment in minutes. No engineering involvement. No infrastructure expertise required. Data scientists describe what they need, Torque builds it.
Consistent for Every Team Member, Every Run
Every workspace provisioned from the same governed blueprint. What works for one team member works for every team member. What ran last week runs the same way this week. Reproducibility built in, not chased after.
No Infrastructure Knowledge Needed
Platform teams define the guardrails once. Data scientists access governed workspaces through a self-service catalog without touching cloud consoles, managing credentials, or waiting on engineering. The infrastructure looks after itself from provisioning to decommission.
Torque delivers governed AI workspaces as an internal service
Define AI Studio environments as governed blueprints
GPU compute, notebooks, AI services, data access, and collaboration tools defined together by platform teams. Guardrails set once. Every workspace provisioned from the same governed foundation, consistent for every team member before the work starts.
Anyone can request an AI workspace, no skills required
Describe the project, the model, and the tools needed in plain language. Torque provisions the complete workspace with everything required already in place. No infrastructure knowledge. No engineering handoff. No waiting.
Deliver consistency across every team member and every run
Every workspace from the same governed blueprint. Configuration does not drift. What worked yesterday works the same way today. Reproducibility built in, not chased after the fact.
Scale compute, control cost, optimize against priority
GPU resources scale with workload demand and shut down when work completes. Every workspace tagged at creation with owner, project, and business priority. Idle environments reclaimed automatically. When capacity is constrained, lower-priority workloads yield to higher-priority ones. Nothing idles. Nothing accumulates cost while nobody is working.
Day 2 runs itself
Every workspace monitored continuously. Drift detected. Environments decommissioned automatically when no longer needed. Engineering teams freed from workspace provisioning to focus on work that moves the platform forward.
Supported Integrations
AI & ML Platforms:
NVIDIA NIM | NeMo | JupyterHub | MLflow | Kubeflow
Infra:
AWS | Azure | GCP | VMware
Data Platforms:
Snowflake | Databricks
Automation:
REST API | CLI
Watch a Demo to See How Torque in Action
Delivering the AI Stack
Value & Impact
1.
Complete AI workspaces provisioned in minutes without engineering support
2.
Consistent environments across every team member and every run
3.
GPU and AI service costs attributed and controlled from creation
4.
Reproducibility guaranteed through governed blueprints
5.
Engineering teams freed from workspace provisioning
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.