Axiado Corporation, a leading provider of security and management solutions for modern digital infrastructure, today announced it will demonstrate its approach to autonomous AI infrastructure management at AI Infra Summit 2026, September 15–17 at the Santa Clara Convention Center in Santa Clara, California. As AI infrastructure scales, adding more GPUs is no longer enough to overcome the physical and economic constraints facing data centers. Power, cooling, security and uptime increasingly determine how much useful AI work operators can produce from the infrastructure they're already deploying. Axiado is addressing these challenges by moving intelligence into the management plane itself, enabling infrastructure to sense, decide and act locally at machine speed.
Axiado to demonstrate autonomous AI infrastructure management at AI Infra Summit 2026
Platform Efficiency Controller uses AI agents to reduce CPU, GPU, and cooling power
Enables up to 30% more tokens per dollar
DVFS Agent delivers 40% reduction in CPU power, 20% in GPU power
DTM Agent delivers 50% reduction in air cooling power
Executive presentation on September 16 at 3:00 p.m. PDT
"The industry has hit the power wall, and you cannot buy your way out of wasting megawatts," said Gopi Sirineni, Founder, President and CEO of Axiado. "The cheapest megawatt you will ever get is the one you're already wasting. Axiado technology puts AI agents in silicon at the foundation of the platform, where they sense, decide and act in milliseconds, and turns that waste back into tokens."
At the center of Axiado's approach is the Platform Efficiency Controller, a hardware solution built on Axiado TCU silicon. The PEC closes power and thermal management loops autonomously on the platform, using AI agents running against real-time hardware telemetry to improve efficiency without requiring a human in the loop or a round trip to centralized management software. The PEC and TCU are building blocks in Axiado's Intelligent Hardware Management Fabric, a broader architecture designed to extend autonomous, hardware-rooted management from individual platforms across the AI rack and upwards to fleet level.
Axiado has demonstrated measured results from autonomous agents operating on production-class systems spanning leading GPU-accelerated, Arm-based, and x86-based platforms. Two of the featured agents are:
Dynamic Voltage and Frequency Scaling Agent: Delivers a 40% reduction in CPU power and a 20% reduction in GPU power by dynamically matching voltage and frequency to workload requirements.
Dynamic Thermal Management Agent: Delivers a 50% reduction in air cooling power by continuously adjusting thermal management based on actual platform conditions.
These power reductions, enabled by the TCU-based Platform Efficiency Controller, translate into 10% to 30% more tokens per dollar, allowing operators to generate more useful AI output from the same infrastructure and power envelope.
At AI Infra Summit 2026, Axiado Founder, President and CEO Gopi Sirineni will present "More Tokens Per Dollar: AI-Driven Platform Efficiency Controllers for High-Density AI Racks" on Wednesday, September 16 at 3:00 p.m. PDT. During the AI Data Center Track presentation, Sirineni will discuss how autonomous platform management can improve power efficiency and AI infrastructure economics, including how Axiado's Platform Efficiency Controller enables more tokens per dollar from the AI infrastructure operators are deploying today.
About Axiado
Axiado is an AI-first company redefining platform security and system management at the silicon level. Based in San Jose, Axiado partners with leading OEMs, ODMs, and CSPs worldwide.
