The buy-side Quality of Earnings team is challenging our adjustments for dynamic resource optimization, arguing that our operational efficiency gains from automating workflows are temporary and should not be factored into our run-rate EBITDA. How do we prove these cost savings are permanent and structural before they chip away at our valuation?

Question

Tyler Smith · Accepted Answer

The buy-side Quality of Earnings team wants to verify that your operational efficiency gains are structural, not a temporary blip. If you implemented AI workflows or streamlined processes over the last twelve months, they will try to normalize your historical numbers by ignoring these cost savings. To protect your valuation, you must present your operational improvements not as random wins, but as systemic achievements managed through your EOS operating model.

Start by pulling the data from your weekly scorecard and quarterly Rocks. Show the audit trail of when the new processes were designed, tested, and fully integrated. Use your Accountability Chart to prove that these adjustments did not require expensive, temporary consulting help, but are owned entirely by internal team members who GWC, meaning they get it, want it, and have the capacity to do it.

By showing a direct link between your EOS tools and your financial reports, you prove that your improved margins are repeatable and sustainable. Provide a clear roll-forward calculation that shows exactly how these automated workflows lower your cost of delivery on a run-rate basis. When you back up your adjustments with operational proof, the auditor has a hard time arguing that the cost savings are temporary. Your recommendation is to present a detailed operational bridge alongside your financial adjustments to explain the structural change in your business.