Quali is a company that provides AI-powered tools that design, provision, orchestrate, and manage cloud and infrastructure environments so DevOps, SRE, FinOps, and data teams can automate complex tasks, accelerate delivery, and reduce costs.
Lior Koriat’s Background
Lior Koriat/ Credit: Quali
Could you tell me about your background? Koriat said:
“I have spent more than two decades building automation, AI, and cloud infrastructure solutions, always with a focus on removing complexity so organizations can innovate faster. Before becoming CEO of Quali, I led R&D and operations here, which gave me firsthand insight into the challenges enterprises face when scaling modern infrastructure.”
“Earlier in my career, I founded Intellitech Engineering, where we delivered aerospace and defense solutions that ranged from autonomous vehicles to flight simulation systems. That work instilled an appreciation for reliability and governance at scale, principles that apply just as much to cloud and AI infrastructure.”
“I also mentor entrepreneurs through Google Launchpad Accelerator and UC Berkeley’s CET. I hold a degree with honors in Computer Science and Economics from Tel Aviv University. Across every stage of my career, the theme has been consistent. Technology must empower teams, accelerate innovation, and deliver measurable business value.”
Informing The Vision
Credit: Quali
How did your background inform the vision you brought into Quali? Koriat shared:
“I came into Quali with a conviction that cloud and infrastructure must be tied directly to business value rather than provisioned as static resources. Today, nearly a third of cloud spend is wasted, GPU clusters sit idle, and developers lose 20 to 30 percent of their time waiting on infrastructure bottlenecks.”
“My background taught me that these challenges are not primarily technology problems. They are coordination and governance problems.”
“The vision for Quali is to build an intelligent control plane that abstracts complexity, eliminates waste, and turns infrastructure into a strategic accelerator for innovation, especially as organizations adopt AI at scale.”
Vision For Quali
Can you tell me about how Quali was formed and what inspired its current direction? Koriat expressed:
“Quali has been focused on automation and orchestration for many years, but the industry has changed dramatically around us. Infrastructure is now elastic, distributed, and closely tied to the application lifecycle. Cloud, containers, and AI workloads have scaled faster than most organizations can govern them.”
“Enterprises began asking for something different. They wanted an intelligent control plane that brings order and business alignment to dynamic environments. That need shaped our evolution into an Infrastructure Platform Engineering company and led to Torque, an AI-native control plane that unifies governance and lifecycle management across clouds, Kubernetes, GPU clusters, and on-prem systems.”
Core Products
What are Quali’s core products and features? Koriat explained:
“Our flagship platform, Torque, is an Agentic AI Accelerator for Cloud Operations that unifies, governs, and optimizes the full lifecycle of infrastructure wherever it runs. It provides a single control plane that abstracts complexity and standardizes how environments are defined, delivered, and managed.”
“Torque transforms fragmented automation, infrastructure as code, and policies into governed, reusable blueprints that give developers secure, immediate self-service access while ensuring enterprise standards are met. Because Torque owns the full environment lifecycle, it enforces policy automatically, optimizes resource consumption in real time, and uses AI to detect drift, remediate issues, and streamline operations through natural-language interaction.”
“The result is a platform that accelerates delivery while maintaining continuous governance and cost efficiency at enterprise scale.”
Evolution Of The Company’s Technology
How has Quali’s technology evolved? Koriat noted:
“Quali’s evolution has followed the same arc as the industry, but always several steps ahead. We started with a strong foundation in infrastructure automation, helping enterprises orchestrate complex hybrid environments before platform engineering was widely recognized as a category.”
“As cloud, Kubernetes, and distributed systems became dominant, the challenge shifted from provisioning infrastructure to governing it, scaling it, and making it consumable by teams that needed speed without sacrificing safety. That pushed us to rethink automation entirely. Infrastructure could no longer be treated as static. It needed to behave like software: dynamic, contextual, and tied to intent.”
“We built Torque around that principle, turning fragmented infrastructure as code, services, and policies into programmable, governed environments that understand why they exist and who they serve.”
“As AI accelerated and organizations grappled with elastic compute, GPUs, and fast-moving machine learning pipelines, the need for an intelligent control plane became clear. That is where Torque made its biggest leap. Today, it unifies hybrid cloud, clusters, on-prem systems, and the GPU and AI model stack under a single governed lifecycle. It understands business context, enforces policy automatically, and optimizes cost in real time.”
“This evolution from automation, to orchestration, to contextual and AI-driven platform engineering allows us to deliver what enterprises value most: speed and governance together.”
Broader Trends Influencing Company Roadmap
What broader trends in cloud, DevOps, or AI are influencing Quali’s roadmap today? Koriat analyzed:
“We are in one of the most significant transformations since the early days of cloud. Infrastructure now behaves like software. It is elastic, ephemeral, and driven by applications, release pipelines, and AI systems. That shift has changed how automation, governance, and platform engineering must operate.”
“AI has moved into the center of cloud operations. Tasks that were manual or reactive are increasingly assisted or driven by models that enforce policy, detect drift, optimize resources, and generate automation. AI is reshaping how infrastructure is governed and how decisions are made at every layer.”
“At the same time, GPU demand is surging. Enterprises are stitching together capacity from on-prem clusters, hyperscalers, neoclouds, sovereign providers, and workstation accelerators. Hybrid AI environments are now the norm. Organizations want flexibility, but they also need consistency and control. Without a unifying control plane, fragmentation and waste are inevitable.”
“We are also entering the era of AI agents that reason, coordinate, and execute tasks autonomously. As these agents multiply, the infrastructure they consume becomes more dynamic and unpredictable, driving bursts in GPU usage, on-demand environments, and the need for real-time contextual governance.”
“These trends define our roadmap. Torque is built as an intelligent, unified control plane for this new reality, bringing together dynamic cloud environments, elastic compute, and GPU infrastructure, governed by AI and driven by business context.”
Differentiation From The Competition
What differentiates Quali from its competition? Koriat affirmed:
“What sets Quali apart is the philosophy behind Torque. We did not build another cloud management tool. We built an Infrastructure Platform Engineering control plane that works with the automation customers already have, standardizing it, governing it, and making it consumable at scale.”
“While others force teams into proprietary frameworks or long implementations, Torque delivers value quickly because it discovers and elevates existing automation rather than replacing it.”
“We also approach infrastructure through the lens of business value. Torque understands context: who owns an environment, why it exists, what it costs, and what policies apply. It manages the entire lifecycle with that context in mind.”
“Finally, we are built for the AI era. Torque unifies hybrid and multi clouds, elastic compute, and GPU platforms into one governed fabric. It enables enterprises to run LLM pipelines, AI agents, and GPU workloads safely and efficiently. Platform teams can support thousands of users without growing headcount, because the system amplifies their reach instead of adding complexity.”
Significant Milestones
What have been some of Quali’s most significant milestones? Koriat cited:
“One of the most meaningful milestones has been seeing Torque adopted by some of the world’s most demanding enterprises across financial services, telecom, cloud, media, and software. These organizations operate mission-critical environments, and Torque has become the platform they rely on for governance, speed, and scale.”
“We have also seen Torque become the Infrastructure Platform Engineering solution of choice for AI-native companies and new neocloud providers that need a unified control plane for elastic compute, GPUs, and hybrid environments.”
“Today, Torque orchestrates tens of thousands of environments each month and supports hundreds of thousands of users globally. As the industry shifts toward Environments-as-Code and AI-assisted operations, we are proud to help shape that evolution.”
Customer Success Stories
Can you share any specific customer success stories? Koriat highlighted:
“One enterprise we partner with was struggling with the scale and variability of its cloud environments. Deployments were inconsistent, cloud costs were rising, and infrastructure requests were piling up.”
“They adopted Torque as their unified control plane across development, testing, and production. Within a few months, they reduced cloud spend by roughly 45 percent and significantly improved developer velocity through consistent, governed self-service environments.”
“Most notably, they scaled to thousands of internal users without adding platform engineering headcount. Torque extended the reach of that small team, giving them control, visibility, and automation while removing previous bottlenecks.”
Challenges Faced
Have you faced any challenges in your sector recently, and how have you overcome them? Koriat acknowledged:
“The biggest challenge in our sector has been the explosion of complexity. Enterprises now run multi cloud environments with sprawling infrastructure as code, many Kubernetes clusters, ephemeral infrastructure, and a new class of AI-driven workloads that behave differently from traditional applications. Developers feel the friction, operations teams are stretched, and organizations struggle to balance speed with governance.”
“Our response has been to rethink how infrastructure should be managed. Rather than adding another tool that creates more silos, we built Torque to absorb complexity and convert it into clarity. The platform standardizes how environments are defined, delivered, and governed, so teams can move quickly without losing control. It aligns development, operations, IT, FinOps, and AI teams around a single contextual view of the environment lifecycle and continually eliminates waste and drift.”
“In short, Torque restores order where complexity had taken hold and gives organizations a foundation that scales responsibly.”
Future Company Goals
What are some of Quali’s future goals? Koriat emphasized:
“We want Torque to become the AI-native control plane for global enterprises. One that governs, optimizes, and secures environments across clouds, data centers, GPU fleets, and the emerging ecosystem of AI platforms.”
“As AI agents and automated systems begin operating at large interconnected scale, organizations will need a control layer that understands context, enforces policy, and ensures that agent-driven infrastructure behaves safely and efficiently. Governance for agent-to-agent automation is a central part of our roadmap.”
“We are also expanding Torque’s AI-driven automation so the platform becomes more predictive and self-healing. On the compute side, we are deepening capabilities across GPU-as-a-Service and hybrid AI environments, enabling enterprises to treat on-prem accelerators, hyperscale GPUs, and sovereign or neocloud capacity as one elastic fabric.”
“We are building OEM and MSP partnerships that embed Torque into broader solutions, accelerating adoption and value.”
“Our long-term vision is straightforward. Infrastructure should run itself, securely and intelligently, always aligned to business value. Torque is the platform designed to make that possible.”
Additional Thoughts
Any additional topics you would like to highlight about Quali or the industry? Koriat concluded:
“We are entering an era where infrastructure is no longer a backend concern. It is a business accelerant. Companies that master cloud and AI infrastructure will out-innovate, out-ship, and out-compete.”
“Torque is designed to make that possible with intelligence, governance, and automation that span the entire environment lifecycle.”
