Special Purpose Vehicle (SPV)

A Special Purpose Vehicle (SPV) is a legally separate entity created for a specific, limited objective such as managing risk, financing a project, or holding assets. In technology and AI ventures, SPVs are often used to isolate financial risk when developing new products, funding startups, or managing intellectual property. They allow investors to participate in focused projects without exposing themselves to the broader liabilities of the parent organization. SPVs are also common in research collaborations where companies pool resources to advance AI innovation under a dedicated structure. By separating assets and responsibilities, SPVs help manage risk, maintain transparency, and streamline large-scale or experimental AI initiatives.