Home » AI Industry Enters the Inference-Driven Era, Qivurn Data Centers Builds Core Infrastructure for Sustained Computing Power Supply

AI Industry Enters the Inference-Driven Era, Qivurn Data Centers Builds Core Infrastructure for Sustained Computing Power Supply

As the global artificial intelligence industry transitions from the “model training phase” to the “continuous inference phase,” the underlying logic of computing power demand is undergoing a fundamental transformation. Qivurn Data Centers Inc. believes that this structural shift will profoundly reshape the global AI infrastructure market landscape and present unprecedented strategic opportunities for independent computing infrastructure operators with sustained delivery capabilities.

The Industry Paradigm Shift: From Training-Driven to Inference-Driven

In the past, AI computing demand was primarily concentrated on phased large-scale model training—characterized by concentrated demand cycles and limited usage duration. However, as large language models, multimodal AI, and AI Agents enter full-scale production deployment, the pattern of computing power consumption has undergone a fundamental change.

Every user interaction with AI, every piece of content generation, and every continuously online AI Agent requires real-time GPU computing support. As AI moves from the laboratory to daily applications serving billions of users, inference computing demand is no longer a periodic peak but a round-the-clock, continuously growing foundational production requirement.

The Computing Supply Gap Is Widening

Industry institutions project that the global AI infrastructure market will grow from $185 billion in 2024 to over $900 billion by 2030. However, long construction cycles for high-density data centers, difficulties in securing power resources, and constrained delivery of high-performance GPUs are causing the gap between quality computing supply and explosive demand growth to widen continuously. Independent infrastructure operators capable of simultaneously mastering data center facilities, power capacity, GPU clusters, and global operations systems are becoming the most scarce and critical backbone of the entire AI industry.

Qivurn Data Centers’ Long-Term Strategic Vision

Since its inception, Qivurn Data Centers Inc. has adhered to one core conviction: models will iterate, algorithms will evolve, and application formats will continuously transform, but stable, scalable, and long-term deliverable computing infrastructure will remain the most strategically defensible core asset of the AI era.

Guided by this conviction, Qivurn Data Centers has consistently invested in self-built high-density data centers, deployed large-scale GPU clusters, and established 12 data center nodes across North America, Southeast Asia, Japan, and the Middle East, with online GPU inventory exceeding 80,000 units and total planned power capacity surpassing 1,850MW. Core nodes maintain an average availability rate of 99.98%.

As of the first quarter of 2026, Qivurn Data Centers serves over 1,800 enterprise clients, with total annual contract value exceeding $580 million and a long-term customer renewal rate of 94%—a figure that reflects the high dependency of enterprise clients on sustained and stable computing supply, as well as a direct testament to Qivurn Data Centers’ infrastructure delivery capabilities.

 

Media Contact

Company Name:Qivurn Data Centers Inc.

Contact Person: Investor Relations

Contry: Colorado, United States

Email: ir@qivurn.com

Website: https://www.qivurn.com/

 

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