Quali Introduces Intent-Driven Autonomous Infrastructure Capabilities as AI Adoption Reshapes Enterprise Cloud Operations

Powering Autonomous AI Infrastructure Across Cisco and Hybrid Environments
Quali has announced new intent-driven autonomous infrastructure capabilities in its Torque platform, addressing the operational complexity created by rapid enterprise AI adoption. As organizations scale GPU-intensive and hybrid AI workloads, traditional infrastructure automation approaches are proving insufficient. Quali’s latest innovations apply AI-driven orchestration to dynamically provision, govern, and optimize infrastructure across cloud, on-prem, and hybrid environments.
A key focus of this announcement is deep alignment with AI-ready infrastructure ecosystems, including Cisco. As enterprises increasingly rely on Cisco-based architectures to support AI data pipelines, high-performance networking, and distributed compute, Torque provides an autonomous control plane that abstracts infrastructure complexity while enforcing policy, security, and cost controls.
By combining AI-powered intent interpretation, environment orchestration, and continuous optimization, Quali Torque enables organizations to:
Deploy AI infrastructure faster without manual reconfiguration
Maximize utilization of GPU and high-performance compute resources
Maintain governance and compliance across Cisco-powered hybrid environments
Shift from reactive infrastructure management to autonomous, policy-driven operations
These capabilities position Quali Torque as a foundational platform for enterprises modernizing their infrastructure to support AI at scale, while leveraging trusted infrastructure partners like Cisco to deliver performance, resiliency, and enterprise-grade control.