Financing on an AI Platform: What Could Go Wrong?

When a data center’s most valuable rack looks like science fiction, one equipment finance lawyer explains why lenders should stop counting on “true lease” treatment to protect them.

Artificial intelligence platforms are rapidly becoming the latest frontier for equipment finance. Consider Nvidia’s GB300 NVL72 rack. When I first heard about it, I knew it had something to do with artificial intelligence. Beyond that, I might as well have been examining the engine room of the Starship Enterprise. So I did what every equipment finance lawyer should do when confronting unfamiliar equipment: I learned enough about the asset to understand what can go wrong.

The GB300 NVL72 is not simply an exceptionally large computer. Nvidia describes it as a liquid-cooled, rack-scale system containing 72 Blackwell Ultra GPUs and 36 Grace CPUs. It is designed to train and operate enormous AI models as a single system. Its value depends on far more than the metal sitting in the data center. It requires specialized power, cooling, networking, software, technical support and, most importantly, customers willing to purchase its computing capacity.

The ever-changing AI landscape and the ineffable speed of technological change create an immediate problem for anyone trying to document such a transaction as a true lease. Under UCC Section 1-203, calling an agreement a lease does not make it one. Characterization depends upon the economic substance of the transaction, including the lease term, the equipment’s remaining economic life, the lessor’s residual interest and any purchase or renewal option.

Those questions are difficult enough with ordinary equipment. With a new generation of AI hardware, estimating useful economic life and residual value involves more speculation than science. The rack may remain physically operational long after a newer system has made it commercially unattractive. A carefully prepared appraisal will help, but it cannot guarantee how a court, bankruptcy trustee, taxing authority, or accountant will characterize the transaction years later.

My advice would therefore be simple: do not rely on true-lease treatment. Draft the documents so the financier is protected even if the transaction is recharacterized as a secured financing. Include a present grant of a security interest, authorize UCC filings, cover replacements and proceeds, and address perfection wherever the rack and related assets may be located. The parties can still intend a true lease. They simply should not make the success of the transaction depend upon that characterization.

Then comes the more interesting question: what does the financier actually repossess after a default? Certainly the hardware, assuming it can obtain access and remove it. But the financier may not own the customer data, model weights, software licenses, passwords, configurations, or other digital assets that allowed the rack to generate revenue. Some licenses may be nontransferable. Privacy and cybersecurity obligations may prevent the financier from accessing stored information at all. Without the operating environment and the offtake customer (the customer that has agreed in advance to purchase the platform’s computing capacity) a fabulously expensive rack may become a collection of rapidly depreciating components.

Then we have the digital equivalent of the landlord-waiver problem, only more complicated. The data-center operator controls physical access, electricity, cooling and network connectivity. The hosting agreement should therefore give the financier notice of default, cure rights, access, step-in rights and enough time and cooperation to de-install and remove the equipment. The offtake contract should be assignable or at least contain consent and replacement provisions that preserve the revenue stream following enforcement. Software, service, and warranty arrangements deserve the same attention.

The credit package may also need to extend beyond the equipment. Depending upon the transaction, that could include a strong corporate or individual guaranty, an assignment of the offtake receivables, control over collection accounts and additional collateral, possibly including real property. If repayment depends principally upon one customer’s contract, the financier is underwriting that customer and the enforceability of the contract as much as the equipment itself.

The GB300 NVL72 may look like science fiction, but its financing exposes a familiar danger: mistaking possession of the equipment for control of the economic value. Before funding, the financier should know what it can repossess, what it can continue operating and who must cooperate. Otherwise, it may discover that it financed an AI business but perfected its interest only in the box.

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