Asset-Backed Loan Vs Corporate Credit Facility for GPU Operators
Comparison Table
| Asset-backed GPU loan | Corporate credit facility | |
|---|---|---|
| Borrower | An SPV that holds one deployment | The operating company |
| What's underwritten | The offtake contract, the customer's credit and the hardware | The company's earnings and leverage |
| Sizing | A share of the deployment cost | The company's earnings, often measured with EBITDA |
| Collateral | The specific GPUs, offtake contracts and revenue accounts | Company assets, or none if unsecured |
| Recourse to the parent | Varies by deal, from specified bad acts only to a full guarantee | Full, because the company is the borrower |
| Covenants | Deal-level tests, such as the debt service coverage ratios in CoreWeave's GPU facilities | Company-level maintenance covenants, usually tested quarterly |
| Release of funds | Through USD.AI, held in escrow until servers are installed, burned in and verified | Drawn when the company chooses, within the facility's terms |
| Best fit | Operators whose offtake contract is stronger than their balance sheet | Operators with an earnings history and spare leverage capacity |
What a Corporate Credit Facility Asks of You
A corporate credit facility is sized and tested on the whole company's earnings, so the lender underwrites your business as a whole. Corporate facilities are commonly measured against EBITDA (earnings before interest, taxes, depreciation and amortization) and tested with maintenance covenants. For the terms themselves, the Office of the Comptroller of the Currency (OCC) defines a maintenance covenant as a financial test met "every reporting period, usually quarterly." Its bank-examination handbook also defines the fixed charge coverage ratio as EBITDA divided by fixed charges.
Because the lender's claim is on the company, every part of the business feeds the same tests. A delayed cluster at one site or a customer that pays late lowers the numbers the whole facility is measured against. A missed test puts the entire facility in question.
Large operators run this kind of facility alongside their GPU debt. In May 2025, CoreWeave increased its parent-level revolving credit facility to $1.5 billion from $650 million, with JPMorgan as agent. CoreWeave finances its GPUs through separate facilities at subsidiary level, covered below.
In our view, this is where a newer operator runs short. A facility sized on trailing earnings has little to measure when your first cluster is still being installed, however strong the offtake contract behind it.
What an Asset-backed GPU Loan Asks of You
An asset-backed GPU loan is sized on what the deployment is and what it earns, with the offtake contract repaying the debt. In the OCC's description of asset-based lending, loan advances "are limited to a percentage of eligible collateral." It also notes these borrowers "may have high leverage, erratic earnings, or marginal cash flows," and its examples are receivables and inventory.
For GPU financing through USD.AI, you line up four things before you apply. You need an offtake contract or documented on-demand revenue, plus a hardware purchase order. You also need a colocation agreement in a Tier III or Tier IV data center, and equity of at least 20% of the deployment cost.
The loan covers up to 80% of the deployment cost at a fixed or floating rate. Terms run 3–5 years with straight-line monthly amortization. Under USD.AI's underwriting and risk standards, a three-month debt-service reserve is funded at closing, and financing starts at about $5 million, with larger facilities available.
Compute IQ scores every deal on three inputs: the operator, the customer and the contract. In the Compute IQ scoring rubric, the customer's credit and offtake contract terms carry most of the review, because contracted revenue repays the loan. A newer operator with a strong customer and a well-drafted offtake contract can be financed, and track record still counts toward the score.
Why the SPV, Assigned Offtake and Escrow Exist
The SPV is what lets lenders finance one deployment on its own merits, because it holds that deployment's assets and nothing else. Without it, the GPUs and their revenue sit inside the operating company next to every other creditor's claim. In an insolvency, other creditors, such as a data center owed back rent or an unpaid contractor, could compete for the same GPUs and cash. USD.AI's guide to how a GPU-backed loan works walks through that risk.
In financing through USD.AI, a bankruptcy-remote SPV under your holding company holds the GPUs, the offtake contracts, the colocation agreement and the revenue accounts. S&P Global Ratings describes bankruptcy-remote entities as "typically structured to minimize the risk of their insolvency," and notes the term isn't a legal one. The structure reduces that risk without eliminating it. Lenders hold a first-priority claim on those assets, and the SPV can't take on unrelated debt.
Your offtaker pays into a controlled revenue account, and the data center waives its lien on the hardware and grants step-in rights. Capital is held in escrow until the servers are installed, burned in and independently verified online. That ties every dollar released to hardware that exists and runs.
For you, the structure keeps the debt with the deployment. Your GPUs stay deployed and earning while they secure the loan, and the rest of the business isn't pledged. Because every financing uses the same structure, seasoned and performing financings may be sold through the GLX institutional marketplace. That returns capital to fund new deployments.
Recourse Sits on a Spectrum in Public GPU Deals
Public filings show that recourse to the parent varies deal by deal, from liability for specified bad acts only to a full guarantee. Recourse is the lenders' right to collect from the parent company if the deployment's own assets fall short. Each deal below is described as disclosed by the company.
| Deal | Borrower | Secured by | Parent recourse |
|---|---|---|---|
| CoreWeave DDTL 4.0, $8.5B (Mar 2026) | Indirect subsidiary | Substantially all borrower assets and a pledge of its equity | Limited to specified "bad acts" |
| CoreWeave DDTL 5.0, $3.1B (May 2026) | Subsidiary | Not stated in the sources we reviewed | Unconditional parent guarantee |
| CoreWeave revolver, $1.5B (May 2025) | CoreWeave, Inc. | Not covered here | Parent is the borrower |
| IREN GPU Financing 2.0 and 3.0 (Sep 2026) | Borrowing subsidiaries | The financed equipment | Recourse to IREN under guarantees |
| IREN financing subsidiary (Sep 2026) | Dedicated subsidiary | GPUs supporting the Microsoft agreement | Reported as non-recourse |
| Lambda DDTL, $1.008B (Oct 2026) | Not stated in the sources we reviewed | GPU servers, related infrastructure and contracted cash flows | Not stated in the sources we reviewed |
| Duos Technologies, $98.1M (Jun 2026) | Bankruptcy-remote special-purpose subsidiary | GPUs owned by the subsidiary; parent pledges its equity | Parent liable only for specified "bad boy" events |
CoreWeave's March 2026 filing describes DDTL 4.0, a delayed draw term loan that the borrower draws in stages. It was raised to finance GPU servers needed to perform "a customer contract." The parent guarantees it "on a limited recourse basis for specified 'bad acts'," and the loan requires a minimum debt service coverage ratio of 1.15x. CoreWeave's later DDTL 5.0 facility is "unconditionally guaranteed by the Parent" and requires a debt service coverage ratio of at least 1.35x.
CoreWeave's May 2026 release says DDTL 4.0 is investment-grade rated, and DDTL 5.0 carries Ba2 and BB+ ratings from Moody's and Fitch. DDTL 5.0 funds "customer contracts with two large, non-investment grade customers." These are facility ratings, which differ from CoreWeave's own corporate rating.
IREN's September 2026 quarterly report says its GPU Financing 2.0 and 3.0 loans are "secured by the respective financed equipment." They are also "recourse to IREN under guarantees," and those guarantees impose no financial maintenance covenants on IREN. The same filing reports a separate non-recourse financing subsidiary for GPUs supporting IREN's Microsoft agreement.
Lambda's October 2026 facility, announced by Lambda, is a $1.008 billion fixed-rate, fully amortizing delayed draw term loan. It is secured by the GPU servers, related infrastructure and contracted cash flows, with two investment-grade offtakers. Lambda reports ratings of A (low) from DBRS and Baa1 from Moody's.
At a much smaller scale, Duos Technologies agreed a $98.1 million facility through USD.AI in June 2026, listed in the USD.AI loan history. Duos Technologies' June 2026 filing says GPUs owned by "a bankruptcy remote special purpose subsidiary" secure the facility. The parent pledges its equity in that subsidiary and is not liable under the financing except for "certain specified 'bad boy' events."
The filings don't say why recourse differs between these deals, and we don't read a reason into them. They do show one consistent pattern. Where a parent guarantee appears, it sits on top of an asset-backed structure built around a subsidiary borrower.
When to Choose Which
The right structure depends on where your revenue and your balance sheet stand today. The financing for neoclouds page explains how Compute IQ weighs the operator, customer and offtake contract, and confirms a newer neocloud can apply.
- Established multi-site operator. Keep the corporate revolver for working capital and timing gaps, and finance each new cluster asset-backed. CoreWeave's revolver and DDTL facilities, described above, follow this pattern.
- First deployment with a signed offtake contract. With a creditworthy customer and little operating history, choose asset-backed financing sized on the contract.
- On-demand or non-investment-grade revenue. On-demand revenue doesn't disqualify a deal but affects pricing because it isn't contracted, with a residual-value warranty where the deal includes it. CoreWeave's DDTL 5.0 also added a parent guarantee.
FAQ
What is an asset-backed loan facility?
An asset-backed loan facility is a loan sized and secured on specific assets and the cash flow they produce. For GPUs, those assets are the servers, the offtake contract and the revenue accounts, held together in an SPV.
Can I use a corporate guarantee instead of an SPV?
In the public deals covered here, a guarantee sits on top of an asset-backed structure built around a subsidiary borrower. CoreWeave's DDTL 5.0 adds an unconditional parent guarantee to a subsidiary borrower, and IREN's equipment-secured GPU financings are recourse to IREN under guarantees. Every financing through USD.AI uses the SPV structure.
Do I need an operating history for an asset-backed GPU loan?
Not necessarily, because the customer's credit and the terms of the offtake contract carry most of the Compute IQ review. A newer operator with a strong customer and a well-drafted offtake contract can be financed, and track record still counts toward the score.
How much can I borrow against a GPU deployment?
Financing through USD.AI covers up to 80% of the deployment cost (loan-to-value), and you contribute at least 20% as equity. Your Compute IQ score sets the loan's size and structure within that limit.
