GPU ABS: how rated and securitised GPU financing works
What GPU ABS means, how rated GPU financings such as Lambda Compute I are structured, what rating agencies look at, and how the model compares with aircraft ABS. Public sources only.
"GPU ABS" is shorthand for debt issued by a ring-fenced vehicle that owns GPUs and the customer contracts that pay for them, rated by a credit rating agency and repaid from contract cash flow. By October 2026 the market had moved from unrated private credit to rated, investment-grade GPU loans. The structures borrow heavily from project finance and, in their logic, from aircraft ABS.
How the structure works
- An SPV buys the GPUs. A bankruptcy-remote company owns the servers and nothing else.
- The SPV signs take-or-pay contracts. Customers commit to pay for capacity whether or not they use it, subject to service levels.
- The SPV issues rated debt. Notes or a term loan, drawn as GPU tranches are delivered and accepted.
- Cash flows through a waterfall. Customer payments go to controlled accounts and pay operating costs, debt service and reserves before anything reaches the sponsor.
- The debt amortises over the contract. Each tranche repays during the contract term, so the debt is gone before the hardware is obsolete.
The benchmark deal: Lambda Compute I
Morningstar DBRS's 1 October 2026 rating of Lambda Compute I LLC is the clearest public description of an investment-grade GPU financing. Key points from the press release:
- Rating: A (low) for the issuer and its US$1.008bn senior secured delayed draw term loan, Stable trend.
- Assets: more than 30,000 NVIDIA GB300 and VR200 GPUs at data centres in Seattle, Kansas City and Dallas.
- Contracts: take-or-pay contracts with two highly rated counterparties, with no volume risk and no re-leasing risk.
- Sizing: each draw tranche amortises after stabilisation at a minimum DSCR of 1.20x, with final maturity by 30 May 2033 at the latest.
- Construction and delivery: a fixed-price GPU supply contract with Dell for outstanding tranches, draw conditions, and conditions on the use of upfront payments.
- Weaknesses noted: a debt service reserve below project finance norms (a half-notch downward adjustment), limited operating history for GB300s and none for VR200s, and exposure to the non-investment-grade parent during installation.
- Lender protection: step-in rights allowing lenders to ensure continuity of delivery under the offtake agreements.
In September 2026, Lambda also announced a US$926m term loan B backing GPUs for an investment-grade customer, reported as rated Baa2 and priced at SOFR + 3.00%.
What rating agencies look at
The DBRS release shows the questions that decide a GPU rating:
| Question | Why it matters |
|---|---|
| Who pays, and can they walk away? | Customer credit and cancellation rights set the rating ceiling |
| Is it take-or-pay? | Removes volume risk |
| What are the service levels, and what do breaches cost? | Uptime penalties reduce cash flow |
| Is delivery and installation risk covered? | Draw conditions and fixed-price supply contracts protect lenders before cash flow starts |
| Does the debt amortise within the contract? | Removes reliance on GPU resale value |
| What happens if the sponsor fails? | Step-in, back-up operators and separateness |
| How big are the reserves? | A thin debt service reserve can cost a notch |
GPU ABS versus data centre ABS
| Data centre ABS | GPU financing (rated) | |
|---|---|---|
| Collateral | Buildings, land, leases | GPUs and capacity contracts |
| Asset life | Decades | Around five to seven years of economic life |
| Contract length | Long leases, often 10 to 15 years | Typically three to seven years |
| Repayment | Interest-only to an ARD, then refinance | Amortising over the contract |
| Fallback | Re-let or sell the building | Contract step-in; GPU resale is secondary |
| Public issuance | Established 144A market since 2018 | Rated private deals; 144A term GPU ABS still emerging |
See how data centre ABS works for the established model.
The aircraft finance parallel
Aircraft ABS took off when investors became comfortable with three things: a reliable lessee pool, a servicer who could re-lease and remarket aircraft, and independent appraisals of residual value. GPU finance is working through the same list. Contract quality is already there for the strongest deals. Servicing (who runs the GPUs if the sponsor fails) is being solved with step-in rights and back-up operators. Residual value is the open question, which is why public GPU deals amortise fully over the contract or, like IREN's Hardware 3 financing, use a loan-to-cost test that falls as the GPUs depreciate.
Other models in the market
- Unrated private credit DDTLs remain the largest source of GPU debt (CoreWeave, Nscale, Crusoe and others).
- On-chain GPU facilities, where tokenised warehouse receipts over GPUs secure stablecoin-funded loans, have appeared for smaller operators; one reported facility cites an advance rate of up to 70%.
- GPU SPVs funded with equity and debt, such as the reported financing for xAI's Colossus 2 GPUs, hold the chips outside the operating company.
Questions clients ask
- What is GPU ABS?
- Debt issued by a bankruptcy-remote vehicle that owns GPUs and the contracts that pay for them, repaid from those contract cash flows and rated by a credit rating agency. The term is used loosely for both rated private GPU loans and true securitisations.
- Has a GPU financing been rated investment grade?
- Yes. In October 2026 Morningstar DBRS rated Lambda Compute I LLC's US$1.008bn senior secured delayed draw term loan A (low), backed by more than 30,000 NVIDIA GPUs and take-or-pay contracts with two highly rated customers.
- How is GPU ABS different from data centre ABS?
- Data centre ABS is backed by buildings and long leases, with real estate as the fallback. GPU financings are backed by hardware that loses value within a few years, so they rely on amortisation over the contract term rather than refinancing at an anticipated repayment date.
For in-house counsel
Take it to the documents
The filed wording behind this piece, for the lender’s or the borrower’s side. Previews are open; the full text is free with InfraCompute Weekly.
- Bond protectionsCovenants and holder protections in data centre and neocloud bonds, from the indentures.
- Financing clause libraryCash traps, coverage ratios, cures, step-in and GPU security, quoted from credit agreements and indentures.
- Issues list: Bond indentureBuild it from the lender’s or the borrower’s side, with where filed deals land.
- The legal desk for in-house counselContract library, issues lists, checklists and English law notes.
Sources
Every figure is taken from the public document linked. Links open the filing or release itself.
General information only, drawn from public documents and press reports, which are cited. It is not legal, financial or investment advice. Mention of a company or transaction does not mean the author or any firm acted on it, and nothing here is a view on any company's credit. Views are personal and are not those of any employer or client.
