Counsel for borrowers, lenders and platforms financing the chips that power AI, on-chain and off.
Book a ConsultationCrystal Venning is a GPU-backed financing lawyer for companies that borrow against, lend against or tokenize the chips that power artificial intelligence. Lenders have taken GPUs as collateral for years. Some now record that collateral on-chain and fund the loans from stablecoin lending pools.
QumulusAI secured a $500 million non-recourse facility through USD.AI, arranged by Permian Labs, with GPUs represented as tokenized warehouse receipts. Bullish committed a $100 million stablecoin facility to USD.AI. These structures raise UCC, securities and stablecoin questions that conventional GPU-backed debt does not.
Most GPU financing structures follow the same pattern. A special-purpose vehicle owns the hardware, which sits in a data center. The lender takes a security interest in the GPUs, and the borrower repays from compute revenue.
On-chain, two things change. A token records ownership of the hardware or the loan. The money comes from a stablecoin lending pool rather than a bank syndicate, which raises who the lender of record is and what license it needs.
| Conventional GPU-backed debt | On-chain GPU-backed lending | |
|---|---|---|
| Lender | Banks and private credit funds | Stablecoin lending pools and credit protocols |
| Collateral | GPUs, perfected by a UCC-1 filing | GPUs, plus a token representing the hardware or the loan |
| Perfection | Filing under Article 9 | Filing on the equipment; control of the token where the UCC allows it |
| Example | CoreWeave’s $3.1B facility | QumulusAI’s $500M facility through USD.AI |
| Added legal layers | Credit agreement, intercreditor terms | Securities status of tokens, stablecoin rules, smart contract terms |
A token that represents a GPU does not by itself give a lender rights in the hardware unless it qualifies as a document of title covering the goods. In most structures a lien on the equipment is still perfected under Article 9, usually by filing. The token may separately be an electronic document of title under Article 7, a controllable electronic record under Article 12, or a security under Article 8. Each has its own perfection and priority rules.
New York’s Article 12 took effect June 3, 2026. Texas has not adopted Article 12. Chapter 12 of the Texas Business & Commerce Code instead governs rights in virtual currency. A Texas data center financed by a New York lending pool needs a clear choice-of-law analysis before closing.
A receipt that only proves ownership of specific hardware is usually not a security. Pool tokens that pay lenders a return from GPU loans are often securities, depending on their terms and how they are marketed. The answer decides whether an offering needs an exemption, and whether GPU-backed securities, including GPU-backed ABS, can trade.
The GENIUS Act takes effect by January 18, 2027. It bars issuers from paying holders interest or yield just for holding a payment stablecoin. Yield-bearing tokens that fund GPU-backed lending need structuring that accounts for that line.
GPUs lose value quickly as new chips ship. Loan-to-value tests and margin calls need to match that curve. Liquidation terms should say how hardware is repossessed from a data center, how it is remarketed, and what happens to customers mid-contract.
Collateral is only as good as access to it. Landlord waivers, power contracts and colocation agreements decide whether a lender can reach the hardware. In ERCOT, Texas SB 6 (2025) sets interconnection standards for large loads of 75 MW or more, including curtailment of newer loads in grid emergencies.
Crystal Venning is the founding attorney of Crystal Venning Law PLLC, with offices at 440 Louisiana Street, Suite 900, Houston, Texas, and in New York. She is admitted in New York, Texas and Georgia. Not certified by the Texas Board of Legal Specialization.
Attorney advertising. This page is general information, not legal advice, and does not create an attorney-client relationship. Prior results do not guarantee a similar outcome. Last reviewed October 2026.
GPU-backed financing is debt secured by graphics processors used for AI compute. The lender takes a security interest in the GPUs and the borrower repays from compute revenue. GPU-backed loans range from bank facilities in the billions to on-chain loans funded by stablecoin pools.
Usually not, if it only evidences ownership of specific hardware. A token that pays holders a return from a pool of GPU loans often is, depending on its terms and marketing. Each structure needs its own analysis before launch.
In two layers. A lien on the GPUs themselves is perfected under Article 9, usually by filing. A security interest in a controllable electronic record can be perfected by filing or by control. Control generally means the power to get substantially all the benefit of the record, plus the exclusive power to keep others from doing so and to transfer it. A lender with control has priority over one that only filed.
Yes. Lenders such as USD.AI fund GPU loans from stablecoin pools. The borrower still has to manage conversion, tax and sanctions screening. Facility terms should also address the GENIUS Act, including its July 2028 limits on which stablecoins service providers may offer.
Yes. Many miners are adding AI compute at existing sites, and the GPUs can secure new debt. Existing equipment loans, power contracts and site leases often restrict new liens, so those documents need review first.
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