Quali
Quali provides Torque, an AI-native infrastructure control plane that automates the Day 0/1/2 lifecycle of cloud, hybrid, Kubernetes, GPU, and edge environments, plus a co-engineered Cisco-exclusive deployment product, serving platform engineering, SRE, DevOps, FinOps, and data science teams at global enterprises.
- Company typePrivate
- Founded2004
- HeadquartersAustin, United States
- Headcount101–250
- GTM typeB2B
- OfferingSoftware
What Quali does
Quali (legal entity Qualisystems LTD, operational headquarters in Austin, Texas) is a private infrastructure-automation software company that builds Torque, an AI-native infrastructure control plane unifying the full Day 0/1/2 lifecycle across multi-cloud, hybrid, Kubernetes, GPU, bare-metal, and edge environments. Torque is organized into four integrated modules: Curate (automated discovery and governance of every IaC module and cloud resource, converting unmanaged console-provisioned resources into Terraform in under 60 seconds), Self-Service (a governed environment catalog deployable from portal, IDE, CI/CD, ITSM, and chat surfaces), Operate (continuous drift detection, real-time cost attribution, and autonomous remediation), and AI & Agentic (a Copilot with four specialist agents plus a governed MCP server and REST API enabling external AI agents such as Claude, LangChain, and GitHub Copilot to invoke infrastructure actions under policy). The company also sells Stack Automation by Quali, a co-engineered Cisco-exclusive rack-to-app deployment platform built on Torque with 245+ Cisco Validated Design blueprints, distributed solely through Cisco CCW via any Cisco partner, and maintains CloudShell, a legacy no-code/low-code hybrid infrastructure automation product.
The business is monetized primarily through enterprise subscriptions to Torque (pricing not publicly disclosed, sold via demo), freemium tiers (Torque Playground, Stack Automation Essentials), paid Stack Automation Advantage subscriptions and Full-Stack engagements routed through the Cisco channel, a 30-day free trial of CloudShell converting to paid subscription, and professional services for complex deployments. Go-to-market is hybrid: enterprise field sales targeting 100+ global enterprises including 7 of the top full-stack infrastructure and cloud platform vendors, supplemented by product-led evaluation (Torque Playground), an exclusive Cisco OEM/channel motion, partner enablement via the Quali Partner Portal, and major event activations (notably Cisco Live 2026). The company has raised approximately $102.85M in disclosed venture and growth capital across multiple rounds, most recently a $54M round in January 2021 led by Greenfield Partners and Jerusalem Venture Partners, holds SOC 2 Type II certification, and serves platform engineering, SRE, developer, FinOps, IT/Ops, and data science personas in regulated and AI-intensive enterprises.
Quali firmographics
Firmographics- Name
- Quali
- Legal name
- Qualisystems LTD
- Website
- https://quali.com
- Company type
- Private
- Founded year
- 2004
- Operating status
- Operating
- Headcount range
- 101–250 employees
- Short description
- Quali provides Torque, an AI-native infrastructure control plane that automates the Day 0/1/2 lifecycle of cloud, hybrid, Kubernetes, GPU, and edge environments, plus a co-engineered Cisco-exclusive deployment product, serving platform engineering, SRE, DevOps, FinOps, and data science teams at global enterprises.
- Ownership category
- akta.pro rank
Quali industry classification
Industry- Product category
- Cloud Infrastructure Automation
- NAICS
- Computer Systems Design and Related Services (54151), Computer Systems Design and Related Services (5415)
- SIC
- Services-Computer Integrated Systems Design (7373), Services-Prepackaged Software (7372)
- akta.pro primary industry
- AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ)
- akta.pro secondary industries
- AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF), End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)
Keywords
Where Quali is headquartered
LocationHeadquarters
- HQ city
- Austin
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
Quali business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure
Revenue model
- Stack Automation Subscription Tiers (via Cisco): Stack Automation by Quali is sold exclusively through Cisco CCW via any Cisco partner. Three tiers: Essentials (free), Advantage subscriptions, and Full-Stack engagements (facilitated by Cisco account team). Revenue flows through Cisco channel.
- Torque Platform Subscriptions: Core Torque infrastructure automation platform offered to enterprise customers (100+ global enterprises referenced). Includes Curate, Self-Service, Operate, and AI & Agentic capabilities. Direct enterprise sales motion with a pricing page (specific tiers not publicly disclosed).
- CloudShell Subscription with Free Trial: Quali CloudShell (legacy/no-code product) offered as a paid subscription with a 30-day free trial. Targets hybrid infrastructure automation use cases.
- Freemium / Land-and-Expand via Stack Automation Essentials: Stack Automation Essentials tier is free, creating a land-and-expand motion where customers upgrade to paid Advantage subscriptions or Full-Stack engagements.
- Professional Services for Full-Stack Engagements: Stack Automation Full-Stack engagements are facilitated by Cisco account teams and Quali, implying implementation/integration services revenue for complex enterprise AI infrastructure deployments.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Annual | Stack Automation Essentials - Free tier for Cisco-exclusive Day 0-1 deployment automation |
| Subscription | Annual | Stack Automation Advantage - Paid subscription tier |
| Other | Multi-year contract | Stack Automation Full-Stack Engagements |
| Freemium | Annual | Quali CloudShell - 30-day free trial then paid subscription |
| Freemium | Pay-as-you-go | Torque Playground - Free interactive sandbox |
Go-to-market motion6 records
Distribution channels1 record
Marketing channels9 records
Quali product offering
Product offeringCore offering
Quali develops Torque, an AI-native infrastructure control plane that automates the full infrastructure lifecycle (Day 0/1/2) across multi-cloud, hybrid, Kubernetes, GPU, and on-premises environments. The platform unifies asset discovery and governance (Curate), governed self-service deployment (Self-Service), Day-2 intelligence and remediation (Operate), and an agentic AI layer (AI & Agentic). Quali also offers CloudShell for hybrid infrastructure automation and co-engineered Stack Automation with Cisco for rack-to-app AI infrastructure deployment.
Product overview
Quali offers a platform-plus-modules architecture centered on Quali Torque, an AI-native infrastructure control plane that unifies discovery, governed self-service deployment, and AI-powered Day-2 operations across hybrid, multi-cloud, Kubernetes, GPU, and AI environments. Torque is organized into four tightly integrated Day-0-to-Day-2 capability modules — Curate (asset discovery and governance), Self-Service (governed blueprint catalog with AI Environment Designer), Operate (Day-2 intelligence, drift detection, and cost attribution), and AI & Agentic (Torque Copilot and governed MCP/REST API for external AI agents) — and shares its core engine with Stack Automation by Quali, a co-engineered Cisco-exclusive product for rack-to-app AI infrastructure deployment. Quali also maintains the legacy/sister product Quali CloudShell, which provides drag-and-drop infrastructure automation for hybrid workloads. Together these products deliver end-to-end infrastructure governance spanning IaC, containers, AI workloads, CI/CD pipelines, and external AI agent actions.
Differentiator
Problem solved
Functional benefit
Brands
- Torque: End-to-end infrastructure optimization platform; an AI-native control plane that automates the full infrastructure lifecycle through Curate, Self-Service, Operate, and AI & Agentic capabilities.
- CloudShell
- Stack Automation by Quali
Products and services
- Quali Torque End-to-end infrastructure optimization platform serving as an AI-native control plane that manages the full infrastructure lifecycle from discovery and governance to governed self-service deployment and AI-powered Day-2 operations across hybrid cloud, Kubernetes, GPU, and AI environments. Sold via enterprise subscriptions to platform engineering, SRE, and DevOps teams.
- Stack Automation by Quali Cisco-exclusive deployment automation platform co-developed with Cisco and built on Torque's automation engine, integrating Cisco Validated Designs and native Cisco Intersight and Nexus Dashboard support. Provides rack-to-app automation for Cisco AI POD infrastructure, sold exclusively through Cisco channels (Cisco CCW via any Cisco partner) with Essentials (free), Advantage subscriptions, and Full-Stack engagements.
- Quali CloudShell Infrastructure automation platform for hybrid workloads that turns infrastructure into no-code and low-code building blocks via drag-and-drop composition. Provides reusable environment blueprints, self-service access, and lifecycle automation for complex on-premises, cloud, and hybrid environments. Sold as a paid subscription with a 30-day free trial.
Quantifiable outcome
- ~45% reduction in cloud spend (single customer case)
- +4 more outcomes
Companies that use Quali
Customer profileNamed customers6 records
Segments8 records
Ideal customer profiles3 records
Quali technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration46 records
AI capability11 records
Feature8 records
Quali partnerships and signals
Strategic signalPartnerships
23 partnerships are on record, tiered flagship / core and core.
- Ciscoflagship / coreCisco and Quali co-engineered Stack Automation by Quali, a rack-to-app deployment automation platform unveiled at Cisco Live 2026 in Austin, Texas. The product is built on Torque, uses Cisco Validated Designs, and is offered exclusively through Cisco channels (ordered via Cisco CCW through any Cisco partner). Native integrations with Cisco Intersight and Nexus Dashboard are built in. Quali's automation engine has also powered the Cisco DevNet Sandbox for years. Jeremy Foster, SVP & GM Cisco Compute, is publicly quoted endorsing the platform.
- NVIDIAflagship / coreQuali's Torque platform integrates with the full NVIDIA AI ecosystem including DGX Spark (edge AI), DGX Station (deskside AI supercomputer with Multi-Instance GPU support for multi-tenant governance), NemoClaw (autonomous AI agents), Nemotron models, NVIDIA AI Enterprise software, and NIM microservices. Quali is among the earliest software partners to validate Torque on the NVIDIA Grace Blackwell Ultra architecture.
- HashiCorp (Terraform)coreHashiCorp Terraform is one of the primary IaC formats supported by Torque for environment blueprint assembly, cross-tool normalization, and IaC discovery in Curate.
- Red Hat (Ansible)coreAnsible playbooks and roles are supported as first-class IaC assets by Torque, including discovery in Curate, blueprint composition, and Self-Service deployment.
- ServiceNowcoreServiceNow is integrated as a CI/CD and ITSM access surface for Torque Self-Service, allowing service desks to fulfill environment requests without manual steps.
- GitHubcoreGitHub Actions integration enables CI/CD pipeline-triggered provisioning of Torque environments. GitHub repositories are also a primary discovery source for Curate's IaC asset inventory.
- GitLabcoreGitLab CI/CD is supported as a pipeline integration for Torque Self-Service environment provisioning, and GitLab repositories are a Curate discovery source.
- JenkinscoreJenkins is integrated with Torque to automate environment provisioning, teardown, and lifecycle management within CI/CD pipelines.
- DatadogcoreDatadog is listed as a supported integration ecosystem for Torque Self-Service deployments.
- Atlassian (Jira, BitBucket)coreJira Service Management is integrated for ITSM-driven environment requests. BitBucket is supported as a Git provider for IaC discovery and pipeline-triggered provisioning.
- Microsoft (Azure, VS Code)coreMicrosoft Azure is supported as a cloud account for Curate resource discovery. VS Code is supported as an IDE plugin for Self-Service deployments. Azure DevOps is also integrated for CI/CD pipeline automation.
- JetBrainscoreJetBrains IDEs are supported as a plugin surface for Torque Self-Service, allowing developers to browse the catalog and deploy environments without leaving the editor.
- Backstage (CNCF)coreBackstage-based Internal Developer Portals integrate with Torque via the Torque API to embed the Self-Service catalog and deployment workflow.
- PortcorePort-based Internal Developer Portals integrate with Torque via the Torque API.
- OpsLevelcoreOpsLevel-based Internal Developer Portals integrate with Torque via the Torque API.
- SlackcoreSlack is integrated as a deployment surface for Torque Self-Service, allowing users to request and receive environments directly from chat.
- Cloud Native Computing Foundation (Kubernetes, Helm)coreKubernetes and Helm charts are first-class supported IaC formats in Torque, including discovery in Curate, blueprint composition, and container orchestration in Dynamic Compute.
- Anthropic (Claude via MCP)coreAnthropic's Model Context Protocol (MCP) is the open standard Torque implements for external agent integration. Claude and any MCP-compatible agent can discover and invoke Torque's governed infrastructure capabilities.
- LangChaincoreLangChain is a supported agent framework that can call Torque's governed REST API and MCP endpoint for infrastructure operations.
- OpenAI (GitHub Copilot, Cursor)coreGitHub Copilot and Cursor are listed as coding assistants compatible with Torque's governed API and MCP server for infrastructure actions.
- Amazon Web Services (AWS)coreAWS is a fully supported cloud account for Curate resource discovery and a primary deployment target for Torque environments.
- Oracle CloudcoreOracle Cloud is supported as a cloud account for Curate resource discovery.
- VMwarecoreVMware is supported as a hybrid infrastructure target within Torque's unified operational model.
Scale indicators9 records
Recent moves7 records
Expansion highlights6 records
Quali competitors and assessment
Company assessmentDirect peers
- env0: env0 provides self-service environment provisioning, IaC automation, cost controls, and policy enforcement — competing directly with Torque's governed Self-Service catalog and FinOps cost-control features for platform engineering teams.
- Spacelift: Spacelift is a self-service IaC orchestration and governance platform supporting Terraform, OpenTofu, Pulumi, and Ansible with policy controls and drift detection — a direct competitor to Torque's blueprint catalog, Curate, and Operate modules.
- HashiCorp: HashiCorp's Terraform Cloud / HCP platform is the most widely adopted IaC governance and self-service infrastructure, directly competing with Quali Torque's Curate, Self-Service, and Operate modules across the same platform engineering personas.
- Humanitec: Humanitec is a platform engineering and Internal Developer Platform (IDP) provider that automates environment provisioning, app configuration, and deployment workflows — comparable to Torque's Self-Service catalog and developer-portal integrations (Backstage, Port, OpsLevel).
- Pulumi: Pulumi offers a multi-cloud infrastructure as code platform with policy-as-code, self-service, and secrets management — closely aligned with Torque's governed self-service and AI Environment Designer capabilities for platform engineering teams.
Broad incumbents
- Harness: Harness is a broader software delivery platform with IaC modules, feature flags, CI/CD, and cost management that overlaps with parts of Torque (Self-Service, Operate, FinOps) for the same platform engineering buyer.
- Red Hat Ansible Automation Platform: Red Hat's Ansible Automation Platform is a long-standing hybrid infrastructure automation and configuration management suite, supporting many of the same IaC formats (Ansible, Kubernetes) and customer personas as Torque and CloudShell.
- Cisco (Intersight / Nexus Dashboard): Cisco is both a partner (Stack Automation) and a broad incumbent in infrastructure management via Intersight and Nexus Dashboard; it could expand native automation and governance capabilities that overlap with Torque's Day 0/1/2 scope.
- NVIDIA (AI Enterprise / NIM / DGX software stack): NVIDIA is a deep integration partner (DGX Spark, DGX Station, NemoClaw, NIM) but also a broad incumbent building AI infrastructure software and reference architectures that could encroach on Torque's AI infrastructure governance positioning.
Emerging players
- Brainboard: Brainboard is an emerging collaborative IaC platform with visual design, self-service, and CI/CD integration for Terraform — targeting the same platform engineering and developer self-service use cases as Torque's AI Environment Designer and Self-Service.
Market position
Strengths4 records
Weaknesses4 records
Competitive moat6 records
Key risks6 records
Key highlights7 records
Customer concentration
Quali social profiles
Digital presenceQuali compliance and trust
Trust signalCompliance1 record
Quali financial estimates
Financial estimateRevenue estimate
Valuation estimate
Quali leadership team
Management profileNumber of profiles
Profiles16 records
Quali funding detail
Funding detailFunding overview
Funding rounds6 records
Investors16 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Quali M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Quali
What does Quali do?
Quali develops Torque, an AI-native infrastructure control plane that automates the full infrastructure lifecycle (Day 0/1/2) across multi-cloud, hybrid, Kubernetes, GPU, and on-premises environments. The platform unifies asset discovery and governance (Curate), governed self-service deployment (Self-Service), Day-2 intelligence and remediation (Operate), and an agentic AI layer (AI & Agentic). Quali also offers CloudShell for hybrid infrastructure automation and co-engineered Stack Automation with Cisco for rack-to-app AI infrastructure deployment.
Is Quali a public or private company?
Quali is a private company. It is classified as venture growth investor backed and is currently operating.
When was Quali founded?
Quali was founded in 2004. It employs 101 to 250 people.
Where is Quali based?
Quali is headquartered in Austin, United States, in the North America region.
How does Quali make money?
Five revenue lines are on record. Stack Automation Subscription Tiers (via Cisco) is the primary driver. The others are torque Platform Subscriptions, cloudShell Subscription with Free Trial, freemium / Land-and-Expand via Stack Automation Essentials and professional Services for Full-Stack Engagements.
Who are Quali's main competitors?
Direct peers on record are env0, Spacelift, HashiCorp, Humanitec and Pulumi. Broad incumbents are Harness, Red Hat Ansible Automation Platform, Cisco (Intersight / Nexus Dashboard) and NVIDIA (AI Enterprise / NIM / DGX software stack). Brainboard is listed as an emerging player.
Does Quali have an API?
Yes. Quali exposes a REST API and a Model Context Protocol (MCP) server that allows any compatible AI agent or external system to provision, query, and operate infrastructure through Torque. The API-first architecture lets agents discover and invoke Torque capabilities (provision environments, query state, inspect drift, check costs) with policy enforcement, cost controls, and full audit trails applied to every request. The MCP server is compatible with frameworks including LangChain, AutoGen, CrewAI, GitHub Copilot, Cursor, and any MCP-compatible framework. Out-of-the-box plugins and an extensive REST API exist for CI/CD and DevOps tool integration. Documentation is available at docs.qtorque.io. Developer documentation is at docs.qtorque.io.
What industry is Quali in?
Quali's product category is Cloud Infrastructure Automation. Its primary akta.pro industry code is HDAEANAJ, AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs), with a secondary code of HDAEANAF, AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety). Its NAICS code is 54151 and its SIC code is 7373.