We are preparing for an exit in forty-eight months and want to use AI to optimize our pricing and margins. How do we prove to a buyer during due diligence that our AI-assisted margins are sustainable and not dependent on a fragile technical setup?

Question

Tyler Smith · Accepted Answer

A sophisticated buyer will look closely at any automated system that drives your profitability. If your margins rely on complex technology, they will want to know if those systems are robust or if they will break the moment the current management team exits. To protect your valuation, you must demonstrate that your automated pricing model is structured and sustainable.

First, avoid proprietary black-box systems that cannot be easily explained. Your pricing models should be built on major, reputable platforms with clear documentation. Document the exact data inputs, algorithm logic, and business rules that govern the tool.

Second, ensure that your automated system has a clear human-in-the-loop validation process. Define who on your Accountability Chart owns the final approval of pricing adjustments. This proves to a buyer that the system is managed by an operational process, not just running on autopilot without oversight.

During due diligence, present your automated pricing workflow as a core process. Show the buyer how the system consistently protects your margins, reduces human error, and speeds up customer turnaround times. By proving that your technology is well-documented, governed by clear roles, and easily transferable to a new owner, you turn a potential risk into a major selling point that drives up your company value.