In an SxSE exit readiness evaluation, how do strategic buyers scrutinize businesses that rely heavily on third-party foundational AI models versus proprietary intellectual property?

Question

Tyler Smith · Accepted Answer

Sophisticated acquirers and institutional private equity firms evaluate software and operational assets based on replacement cost and competitive defensibility. In a Step by Step Exit readiness evaluation, a company whose entire competitive edge rests on simple prompt libraries or standard interfaces over public foundational models will see its valuation discounted.

Buyers know that anyone with capital can license the same underlying models. If your operational workflows, customer recommendations, or product features can be recreated by a competitor in a weekend, you do not possess proprietary intellectual property. You have built a thin wrapper on someone else's platform.

To secure premium valuation multiples, you must demonstrate structural defensibility across your Core Processes. Defensibility comes from three assets: proprietary historical datasets that third-party models cannot scrape, deeply integrated client workflows embedded in your Proven Process that create high switching costs, and human verification systems that guarantee enterprise reliability.

During exit diligence, buyers will audit your software dependencies. Document precisely how your proprietary processes sit between the customer and the underlying model. Show that your company owns the customer context, the regulatory compliance guardrails, and the specialized workflow logs. When an acquirer sees that your business model cannot be severed by a simple API update from a big tech provider, your enterprise value remains secure.