The buy-side Quality of Earnings team is challenging our recent margin expansion, claiming our AI-driven labor savings are too new to be considered run-rate EBITDA. How do we prove these savings are structural rather than temporary?

Question

Tyler Smith · Accepted Answer

A Quality of Earnings (QofE) analyst gets paid to find reasons to shave EBITDA. When they see a recent margin jump caused by custom AI workflows or automated operational systems, their default reaction is to normalize it backward. They will argue the efficiencies are untested, prone to operational breakage, or non-recurring, which allows the buyer to justify a lower baseline EBITDA and reduce the purchase price.

You do not win this argument with projections. You win it with operational evidence grounded in your EOS Process Component:
- Present your documented core processes showing the exact before-and-after operational workflows. Prove where human labor was permanently removed from data ingestion, customer onboarding, or dispatch.
- Provide historical Level 10 Meeting Scorecard data spanning at least two to four quarters demonstrating that unit output remained steady or increased while direct labor hours per unit declined.
- Point to your Accountability Chart. Show where open seats were eliminated or repurposed into revenue-generating roles rather than general administrative overhead, proving the payroll reduction is structural.
- Offer a vendor verification file documenting your enterprise software contracts, API usage costs, and uptime metrics to prove the underlying technology has zero reliance on founder-led coding hacks.

When you demonstrate that your margins are driven by institutionalized, repeatable systems rather than temporary under-investment, the QofE analyst has to accept the structural margin expansion as pro forma run-rate EBITDA.