Fundraise

USD.AI provides $98.1M debt facility for Duos Edge AI GPU deployment

What's the deal? USD.AI has provided a $98.1M, three-year debt facility to fund the deployment of 2,304 NVIDIA B300 GPUs. The infrastructure will be operated by Duos Edge AI, a subsidiary of Nasdaq-listed Duos Technologies Group (DUOT), and managed by Hydra HostDealroom has a profile for this one. Try Dealroom → through its Brokkr AI Factory Operating System.

The deal creates a vertically integrated model: Duos deploys and operates high-density edge data centres, Hydra Host manages GPU-as-a-Service distribution, and USD.AI provides the financing layer. The facility is structured as non-recourse, non-dilutive, and off-balance-sheet — secured by the GPU hardware and associated offtake contracts.

Why now? Demand for AI compute infrastructure is surging, and GPU deployments require massive upfront capital. Traditional financing often moves too slowly or forces operators into dilutive equity raises. USD.AI, developed by Permian LabsDealroom has a profile for this one. Try Dealroom →, settles its financing on-chain, aiming to make capital as fast-moving as AI demand itself.

"Make sure financing never becomes the bottleneck," said Conor Moore, chief operating officer of Permian Labs.

The NVIDIA B300 GPUs will be housed in Duos Edge AI's modular data centres, designed to deliver 100 kW+ per cabinet with rapid deployment timelines. Hydra Host will connect the infrastructure to enterprise AI workloads across its global network.

What could go wrong? GPU-backed lending is still a nascent asset class. If AI demand softens or GPU prices depreciate faster than expected, the collateral underpinning USD.AI's facility could lose value. On-chain settlement adds transparency but also introduces smart-contract and protocol risk that traditional lenders don't face.

The non-recourse structure shields Duos Technologies' balance sheet — but it also means USD.AI's capital providers bear the full downside if the deployment underperforms.

The signal: GPU-backed debt financing is emerging as a distinct asset class, mirroring how infrastructure sectors such as real estate and aviation developed their own capital stacks. With Hydra Host at "breakout" stage according to Dealroom and demand for AI compute far outpacing traditional funding timelines, vertically integrated models that bundle deployment, operations, and on-chain financing could become a template for scaling AI infrastructure without tapping dilutive equity markets.

Read more: prnewswire.com

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