THE CRUNCH

AI infrastructure startup Runware wants to build data centers the way carmakers build cars. The Romanian company already makes the Sonic Inference Pod, a modular data center assembled in a factory and shipped ready to install, and now plans a dedicated factory that produces the pods on a production line. Co-founder and CEO Flaviu Radulescu says the goal is to scale to 30 megawatts of data center capacity per day by 2028, roughly 1 gigawatt per month. At that pace, the company would produce about as much in a year as the entire US was expected to add in data center power this year, around 10 gigawatts.

The plan is not without precedent. Crusoe and Schneider Electric also sell prefabricated pods, and Nvidia has announced its Vera Rubin AI factories and DSX POD to speed up data center construction. Runware's claimed difference is that it has actually built factories rather than just designing infrastructure for others to build. It says it already operates one pod factory and a second, started earlier this year, should be finished within months and go online early next year.

Runware says a pod that once took three weeks to build will soon take one day, and it aims to bring delivered pods online within 48 hours, covering installation and set-up rather than build time. Customers can supply their own site or have Runware find one, and can either rent compute from the company or bring their own GPUs and pay a monthly fee, with power and internet charged separately. The pods use a standard design but can be configured for customer requirements and new GPU chips, and the company says its delivery times are shorter than current GPU lead times, giving it room to adapt infrastructure to hardware on order.

Execution is the open question. The factory will need people, inventory, supply chain logistics and money, and there is a cautionary tale here: electric vehicle startup Arrival, once valued at over $13 billion, struggled to mass-produce vehicles cost-effectively against traditional plants. Runware, which has raised more than $60 million and is finishing the factory with its $50 million Series A from last December, argues its cost structure is different, citing cost-effective factory staff, in-house system design and widely available affordable parts. It has also hired a plant manager from the automotive industry. Sourcing remains a dependency: some parts such as pumps and fans come from Germany, and the company still relies on Nvidia for networking.

Runware claims $1 billion in committed interest for its Sonic pods, representing over 20 megawatts, since opening them to outside customers a month ago, and says it is working with power providers on a site pipeline covering 397 megawatts with potential to expand to 1.2 gigawatts. The pods need only power and an internet connection, the company says, using closed-loop liquid cooling with air-cooled radiators so no water connection is required.

WHAT HAPPENS NEXT

Runware's second factory is expected to be finished within months and go online early next year, with production ramping gradually from then; the company also says it plans to raise a Series B.