23 Daily — AI infrastructure company Runware is building an assembly line factory designed to mass-produce prefabricated AI data centers, similar to an automotive production system, aiming to significantly increase delivery scale and speed by the end of 2026, according to techcrunch.com. This factory approach targets improving the efficiency of AI data center deployment to meet rapidly growing computing demands.
Runware's Factory-Based Modular Data Centers
Following its introduction of the Sonic Inference Pod—a modular data center built in factory conditions and shipped ready to install—Runware’s CEO Flaviu Radulescu revealed plans to scale production at its Romania factory. The goal is to reach 30 megawatts of daily data center capacity by 2028, amounting to nearly 1 gigawatt per month. This represents roughly one-tenth of the entire U.S. data center capacity expected to be added annually, marking a significant step in accelerating data center infrastructure deployment.
Faster Delivery and Customization as Competitive Advantages
Runware competes with companies like Crusoe and Schneider Electric by emphasizing faster shipment times. Previously, building a pod took three weeks; with increased production scale, this will reduce to one day. The company offers pods configured with the latest GPU chips and features a closed-loop liquid cooling system with air-cooled radiators, reducing water needs and installation complexity. Runware also offers spare parts and monthly rental plans where customers can supply GPUs or rent compute resources.
Expansion Plans and Manufacturing Challenges
Currently, Runware operates two factories: one used for pod assembly over several years and a new one started earlier this year, expected to go online early next year. The company plans to complete factory expansion using $50 million raised in Series A funding and aims to pursue Series B in the future. Challenges include managing large-scale labor, inventory, and supply chains. To address this, Runware hired an experienced automotive plant manager to assist with execution. While designing its own hardware systems, the company still depends on Nvidia for networking components. Runware has secured approximately
Editor's take: Business Potential and Validation Paths for Runware
Runware’s factory-produced, modular data centers promise to shorten deployment times from months to days or even hours, aligning well with the increasing demand for rapid AI infrastructure scaling. Achieving the target daily production of 30 megawatts could transform data center supply chains and enable clients to realize large-scale AI deployments faster than current industry standards. Entrepreneurs should watch how Runware manages supply chains and costs, as well as the operational efficiency of modular data centers long-term. Validation will come from monitoring factory output growth, delivery speed, and customer deployment records to assess market viability and ongoing competitiveness.