We are debating whether to build a custom AI layer on local open-source models or rely on enterprise APIs, and we are worried that choosing the wrong architecture will tank our business valuation when we sell in three years. How do we use absolute and relative valuation principles to guide this technical decision during our strategic planning?

Question

Tyler Smith · Accepted Answer

To make this decision, your leadership team must understand how prospective buyers will value your company. An absolute valuation focuses on your discounted future cash flows, while a relative valuation compares your business to similar companies using an industry multiple. Use Keith Cunningham's Thinking Time to ask: How might we build our AI architecture so that a future buyer views it as an easily transferable asset rather than an operational liability? If you build a highly customized local open-source AI system, you may create a unique, proprietary asset that drives a higher relative valuation multiple. However, this system also introduces massive technical debt, ongoing maintenance costs, and key-person dependency, which can drag down your cash flow and lower your absolute valuation. Conversely, relying entirely on third-party SaaS APIs keeps your overhead low and your cash flows predictable, which buyers love, but it offers zero proprietary differentiation. The correct strategic move is to build a hybrid model. Use standard APIs for non-core workflows, but build a proprietary middleware layer that secures your unique customer data and operational processes. This hybrid approach protects your margins, reduces technical debt, and creates a clear, transferrable asset that buyers can easily value during an acquisition.