The buy-side Quality of Earnings auditor is trying to classify our operational cost savings from our newly deployed AI platform as a temporary anomaly rather than permanent EBITDA expansion. How do we defend these margin improvements during due diligence?

Question

Tyler Smith · Accepted Answer

Auditors are paid to find reasons to discount your earnings. They will try to argue that any recent spike in profitability is a temporary blip rather than a sustainable structural shift. To defeat this argument, you must present hard data that proves the cost savings are baked into your operating model. This is where your EOS metrics and Scorecard become your strongest defense. You need to show the auditor the exact point on your timeline where manual labor was replaced by your automated workflows. Provide historical data showing the decline in headcount or outsourced labor alongside the steady or increasing output volume. This demonstrates that your margin expansion is a permanent result of operating leverage, not a temporary market fluctuation. You can also refer to the IVS 105 valuation approaches, which emphasize using reliable, market-supported information to demonstrate future cash flow stability. By showing that your technology has systematically reduced the marginal cost of delivery, you prove that these savings are recurring. Do not just talk about the technology. Show the before-and-after processes in your documented operational seat manuals. When you prove that the same volume of work is now consistently processed with half the human hours, the auditor will have no choice but to accept the cost savings as a permanent addition to your run-rate EBITDA.