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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

AI & Agentic
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
13 Jul, 2026
Why 40% of Agentic AI Projects Are Already Failing
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