How Top Exit Advisors Stress-Test a Quality of Earnings Report Before Filing
The quality of earnings report is the single document that determines more of the final close price than any other artifact in a lower-middle-market transaction. Founders treat it as a financial document. The best exit advisors treat it as a negotiation document. The difference shows up in the close-to-LOI ratio.
We tracked 89 lower-middle-market transactions in Q4 2025 and Q1 2026 (https://dx.doi.org/10.2139/ssrn.6515478). In the 68 percent of deals that experienced post-LOI price adjustments, the QoE report was the document most often cited in the repricing conversation. The median compression in that subset was 9.8 percent of the original LOI value. The QoE was not the cause of the compression. The QoE was the record the buyer used to justify it.
The implication for sell-side process design is direct. The sell-side QoE has to be stress-tested before it leaves the advisor's office, because once it is in the buyer's hands the record is set. Top exit advisors apply a four-pass stress test before filing. The pattern is consistent across the firms we observe in active dealflow.
Pass one is the methodology audit. The advisor reviews every normalization adjustment against the methodology a tier-one PE buyer's QoE team would apply. Owner add-backs get scrubbed against current PE conventions, not against what felt reasonable two years ago. Working capital methodology gets pegged to the trailing twelve-month average using the same calculation the buyer will run. Revenue recognition gets reviewed for any timing differences that a buyer might restate. The goal is not to produce a flattering number. The goal is to produce a number that survives the buyer's restatement.
Pass two is the adversarial read. The advisor walks the report cover to cover with the question, "If I were trying to retrade this deal, what would I flag?" Every flagged item gets either a defensible response built into the report or a pre-positioned conversation with the founder about how to address it during diligence. Surprises during diligence are expensive. Pre-positioned conversations are cheap.
Pass three is the data-room cross-check. The QoE narrative is only as durable as the underlying source documents. The advisor pulls a random sample of the supporting documents the buyer's QoE team will request and verifies that each cited figure ties to a source the buyer can independently confirm. When the underlying documents do not support the narrative, the narrative gets revised before filing. Discovering the gap during buyer diligence is a different kind of conversation.
Pass four is the founder rehearsal. The advisor walks the founder through every likely buyer question on the QoE report and has the founder respond in real time. The questions that produce uncertain answers get rehearsed until the answers are crisp. The questions that surface unknown issues get sent back to the analytical team for resolution. The founder should never first encounter a hard question from the buyer.
The four-pass stress test takes roughly two to three weeks of advisor time before filing. It feels like a lot of time on a document that is already drafted. The math on the alternative is straightforward. A 9.8 percent compression on a $40M deal is $3.9M of value. Two to three weeks of advisor time to reduce that compression is one of the highest-return uses of senior time anywhere in the transaction arc.
Founders who interview exit advisors should ask how the advisor stress-tests the QoE report before filing. The answer separates the advisors who treat QoE as a financial deliverable from the advisors who treat QoE as a negotiation document. The second group consistently closes deals at higher percentages of LOI value. The first group does not.