The Agentic AI Accelerator
for Infrastructure Operations

Quali’s AI tools execute complex tasks needed to build, provision, and manage your infrastructure faster and more efficiently.

Powering Cloud Environments Worldwide

Technology, engineering, and infrastructure teams worldwide trust Quali
to optimize production and non-prod environments alike.

0K+

Enterprise Users

0M+

Environments Provisioned Globally

0M+

Cloud Resources Provisioned

0B+

Minutes of Environment Uptime

If You Are Not Using AI to Scale Infrastructure, You’re Living in The Past

DevOps Agent

Torque connects to your Git repositories, Kubernetes services, CI/CD platforms, and public cloud accounts so users can submit natural-language AI prompts to automate the creation of ready-to-run blueprints for their unique environments. This lowers the skills barrier and accelerates the delivery of environments by automatically creating code needed to provision and manage environments, while ensuring the infrastructure admin still controls what resources are deployed.

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SRE Agent

Torque allows users to launch infrastructure and environments quickly, then monitors the state of those resources continuously to ensure reliability at scale. This includes automatic remediation of basic infrastructure errors, AI insights into the root cause behind more complex errors, and automated notification and one-click reconciliation for configuration drift.

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FinOps Agent

FinOps teams use Torque to embed cost optimization into cloud operations. Since Torque defines and executes the code to provision infrastructure, the platform can calculate the associated cloud costs for any resource it deploys. This includes automatically the enforcement of policies to deny costly infrastructure deployments, providing AI insights into unused resources that are sitting idle, and terminating those resources automatically to prevent waste before it accrues costs on the bill.

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Data Science Agent

Torque simplifies the deployment and management of AI models, Machine Learning services, and other resources needed to build AI applications and agents. This allows data scientists to submit basic prompts to orchestrate a ready-to-run AI model supporting their unique use case, thereby reducing the learning curve to make complex AI services more accessible at scale.

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Let AI do the heavy lifting for your infrastructure teams.

Orchestrating Environments

Stop writing infrastructure code from scratch. Torque’s AI tools automate blueprint design and environment creation, so your team ships faster with less manual effort.

Enforcing Compliance at Scale

Stop managing compliance manually across every cloud and team. Torque embeds policy guardrails directly into environment provisioning, so governance is automatic from day one.

Optimizing Cloud Costs

Stop leaving wasted cloud spend undetected. Torque identifies, quantifies, and acts on your biggest savings opportunities automatically, before costs get out of hand.

From Discovery to Teardown, Torque Puts Infrastructure on Autopilot

Curate

Discover. Normalize. Govern.

Torque starts with intelligence, not configuration. AI agents discover your cloud assets, normalize them into governed blueprints, and build a living catalog, the single source of truth for teams and agents alike.

The result: a governed, trusted catalog your entire organization can rely on.

Core Capabilities

  1. Multi-cloud & on-prem asset discovery
  2. AI-driven blueprint generation
  3. IaC normalization (Terraform, Helm, and more)
  4. Embedded policy, governance, RBAC & quotas
  5. Context-aware asset intelligence

Self-Service

Intent In. Infrastructure Out.

With a governed catalog in place, Torque eliminates friction. Developers, data scientists, and AI agents simply describe what they need. Torque’s Copilot and Blueprint Agent provision it instantly, securely, and at scale.

The result: infrastructure on demand, governed by design.

Core Capabilities

  1. Natural language provisioning (Torque Copilot)
  2. Blueprint Agent automation
  3. MCP Server for IDE & external agent integration
  4. Agent-to-agent coordination via context bus
  5. Governed self-service with RBAC & quotas

Operate

Autonomous. Self-Healing. Waste-Free.

Torque continuously manages environments, so you don’t have to. AI agents detect drift, enforce policy at runtime, and self-heal automatically, while ML-driven idle detection eliminates waste and keeps every cost visible

The result: every environment is lifecycle-aware, traceable, and optimized.

Core Capabilities

  1. Drift detection & autonomous reconciliation
  2. Runtime policy enforcement
  3. ML-driven idle detection & cost optimization
  4. Resource sharing across environments
  5. Event-driven workflows & remediation
  6. Full lifecycle management: launch → operate → teardown

Extend

Infrastructure Intelligence Everywhere.

Torque doesn’t stop at the platform boundary. Via MCP Server and API-first architecture, external agents, pipelines, and ITSM systems plug directly into Torque’s intelligence – making it the authoritative control plane for the entire agentic enterprise.

Core Capabilities

  1. MCP Server for IDE-native access
  2. Context bus for multi-agent systems
  3. API-first extensibility
  4. CI/CD & ITSM integrations
  5. External agent resource introspection

See How It Works

Overview

Delivering the AI Stack

Discovery, Normalize and Aided Environment Creation

Real-Time Cost Visualization, with Business Alignment

Take Torque for a Test Drive

No credit card or email address required. Build & run real cloud environments in the interactive Torque Playground.

Check out our demo library

Browse our collection of brief demo videos to see how Quali’s platform engineering tools work