Debt financing is a crucial aspect of building and maintaining compute-heavy infrastructure such as those used in artificial intelligence and machine learning applications. Founders of companies in this space need to understand the different debt financing options available to them, including equipment leasesproject finance spvs and asset-backed lines.
One of the primary benefits of debt financing is that it allows companies to conserve their equity and maintain control over their business. However, debt financing also comes with its own set of risks and challenges, including the need to service debt and navigate complex covenants and collateral packages.
Equipment Leases
Equipment leases are a popular debt financing option for compute-heavy builds. This type of financing allows companies to lease specific equipment, such as servers and data storage systems for a fixed period of time. The benefits of equipment leases include flexibility and scalability, as well as the ability to upgrade or change equipment as needed.
Project Finance SPVs
Project finance spvs are special purpose vehicles that are created to finance specific projects or assets. In the context of compute-heavy builds, project finance spvs can be used to finance the development of data centers or other infrastructure projects. The benefits of project finance spvs include the ability to ring-fence risks and liabilities, as well as the ability to attract investors who are interested in specific projects or assets.
Asset-Backed Lines
Asset-backed lines are a type of debt financing that is secured by specific assets, such as equipment or real estate. In the context of compute-heavy builds, asset-backed lines can be used to finance the acquisition of specific assets, such as servers or data storage systems. The benefits of asset-backed lines include the ability to access capital at a lower cost, as well as the ability to use the financed assets as collateral.
Readiness Checklist
Before pursuing debt financing, companies should ensure that they are properly prepared. This includes having a clear understanding of their business plan and financial projections as well as a solid credit profile. Companies should also ensure that they have a strong management team in place, as well as a clear understanding of the risks and challenges associated with debt financing.
Data Room Essentials
A data room is a secure online repository that contains all of the documents and information that are relevant to a company’s debt financing activities. The data room should include a range of documents, including financial statementsbusiness plans and legal documents. Companies should ensure that their data room is well-organized and easily accessible, in order to facilitate the debt financing process.


