We spent heavily on custom AI integrations and database cleanup over the last year to automate our customer service. How do we defend these expenses as one-time normalization adjustments to our EBITDA rather than recurring operational costs that drag down our valuation?

Question

Tyler Smith · Accepted Answer

When preparing for a Quality of Earnings audit, how you categorize your recent technology investments can make a million-dollar difference in your valuation. Buyers want to see a clean, normalized EBITDA. They will try to categorize your heavy spending on AI automation and database cleanup as recurring operational expenses.

To defend these as legitimate add-backs, you must prove they are non-recurring, one-time capital investments designed to upgrade your long-term operational quality. Document these projects as strategic initiatives with a clear beginning and end.

Present the project plans, vendor contracts, and development milestones. Show that the implementation phase is complete and that your ongoing maintenance costs are minimal compared to the initial setup expense. Frame these as strategic upgrades under a real options model, where you paid a hidden, lump-sum cost to structurally lower your future operating costs.

Furthermore, show the direct impact of this automation on your operating margins. If the AI integration allowed you to reduce customer service headcount, highlight those permanent cost savings. By proving that the heavy spending has ceased while the margin expansion is permanent, you can successfully add back those development costs to your historical EBITDA, maximizing your valuation.