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Products
Torque
End-to-End Infrastructure Optimization
Curate
Discover and inventory every infrastructure asset
Self-Service
Deploy governed environments on demand
Operate
Manage, monitor, remediate, and optimize what you've deployed
Agentic AI
Governed infrastructure for every AI agent and workflow
Stack Automation
Rack-to-app deployment for Cisco infrastructure
CloudShell
Infrastructure Automation for Hybrid Workloads
Documentation
Browse Quali CloudShell docs and resources
Community
Visit the CloudShell community
Technologies
AI & Application Workloads
Govern AI models, training environments, and inference services as complete, production-ready stacks
Dynamic Compute
Provision and govern VMs, containers, and Kubernetes clusters aligned to real workload demand.
Hybrid Infrastructure
Unify multi-cloud, hybrid cloud, private cloud, data center, and edge under a single operational model.
IaC & Container Management
Turn fragmented infrastructure code into standardized, governed, reusable environments.
AI Agents & External Automation
Enable AI systems to safely interact with infrastructure
CI/CD Pipelines
Provision real infrastructure for every pipeline stage is provisioned
Developer Platforms (IDP / IDE / CLI)
Deliver infrastructure directly within developer workflows
IT/Ops Systems
Integrate infrastructure context into operational workflows
FinOps & Cost Systems
Apply cost control before infrastructure is provisioned
Roles
Roles
Common roles we support
Platform Engineer
Deliver governed infrastructure at scale. Torque handles the complexity; you drive the strategy.
Site Reliability Engineer
Full lifecycle visibility, automated remediation, and the clarity to own reliability at any scale.
Developer
Innovation moves fast. Now your infrastructure does too.
Data Scientist
GPU Stacks On-Demand. No Infrastructure Skills Required.
IT/Ops
Infrastructure Is Complex. AI Intelligence Makes Managing It Simple.
FinOps
From cost reporter to cost controller, know what's being spent, stop what shouldn't be, and prove the value of every pound invested.
Use Cases
Use Cases
Problems our products solve
Developer Productivity & Experience
Governed self-service environments on demand, no tickets, no waiting, no credential sharing.
Platform Engineering Stop fulfilling requests
Start scaling infrastructure. The governed self-service layer platform teams actually need.
Security & Compliance
Governance isn't a gate applied after deployment. It's a property of every environment from the first second it exists.
Optimization & Infrastructure Utilization
Cost control starts at provisioning, not at the invoice. Every resource tagged, lifecycle-managed, and reclaimed automatically.
CI/CD Pipeline Automation
Every pipeline stage gets its own isolated, production-accurate environment. Provisioned on trigger. Torn down on completion.
Services
Internal Infrastructure Service
Turn your IT organization into a governed infrastructure service provider, any team, any resource, on demand.
GPU as a Service (GPUaaS)
Governed GPU environments provisioned in minutes, reserved in advance, scaled dynamically, and decommissioned automatically when the job completes.
LLM as a Service (LLMaaS)
The complete LLM stack, GPU layer, runtime, model weights, and dependencies, provisioned as one governed blueprint, identically every time.
AI Studio as a Service
A governed AI development workspace delivered as an internal service, compute, tools, and data access ready when the work starts.
Bare Metal as a Service (BMaaS)
Governed bare metal provisioning at cloud speed, full lifecycle management with the policy and cost controls as any cloud resources.
Pricing
Resources
Resources
In-depth resources
Resource Library
Check out our in-depth resources
Buyer's Guide
Answers to key questions about Torque
Critical Capabilities
Clear guidance to assess and understand critical capabilities
Customer Use-Case Studies
Real examples of how customers are using Torque to scale, simplify, and optimize cloud environments.
Guidance & Assessment Tools
Private, interactive assessments with role-specific guidance
Demos
See our products in action
Intro to Quali Torque
Intro to platform engineering with Torque
AI Infrastructure Orchestration
How to use AI to orchestrate IaC into environment templates
Cloud Cost Optimization
Identifying & preventing wasted costs
Blog
Browse our latest tips and insights
RECENT BLOG POST
21 May, 2026
The Governance Gap: Why AI Infrastructure Is the Blind Spot of the Agentic Era
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BACK
Torque
End-to-End Infrastructure Optimization
Curate
Self-Service
Operate
Agentic
AI
Stack
Automation
CloudShell
Infrastructure Automation for Hybrid Workloads
Documentation
Community
BACK
AI & Application
Workloads
Dynamic Compute
Hybrid
Infrastructure
IaC & Container
Management
AI Agents & External
Automation
CI/CD
Pipelines
Developer Platforms (IDP / IDE /
CLI)
IT/Ops
Systems
FinOps & Cost
Systems
BACK
Roles
Common roles we support
Platform
Engineer
Site Reliability
Engineer
Developer
Data
Scientist
IT/Ops
FinOps
BACK
Use Cases
Problems our products solve
Developer Productivity &
Experience
Platform Engineering Stop fulfilling
requests
Security &
Compliance
Optimization & Infrastructure
Utilization
CI/CD Pipeline Automation
Services
Internal Infrastructure
Service
GPU as a Service (GPUaaS)
LLM as a Service (LLMaaS)
AI Studio as a Service
Bare Metal as a Service (BMaaS)
BACK
Resources
In-depth resources
Resource
Library
Buyer's
Guide
Critical
Capabilities
Customer Use-Case
Studies
Guidance & Assessment
Tools
Demos
See our products in action
Intro to Quali
Torque
AI Infrastructure
Orchestration
Cloud Cost
Optimization
Blog
Browse our latest tips and insights
BACK
About
About
Us
News
Careers
Contact
Us
Partners
Visit the Partner
Portal
Latest
Resources
See All Resources
22 May 2026
Assess Your Cloud Cost Governance Gap
Learn More:
15 May 2026
The hidden tax on every data scientist and how to eliminate it
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14 May 2026
Quali’s Torque Platform Delivers the Operational Foundation Enterprises Need to Achieve Sovereign AI
Learn More
5 May 2026
Quali CEO Lior Koriat Featured in The AI Journal Explaining How Agentic AI Is Quietly Reshaping How Companies Run Systems
Learn More
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