OloLand Pre-LOI Forensic Screen
Target: Crestwood Industrial Services, LLC ("CIS")
Industry: Industrial cleaning and facility maintenance services
Geography: U.S. Midwest (Ohio, Indiana, Michigan)
Sale process: Mid-market PE auction, sell-side advised by Cascadia M&A Advisors
Seller's ask: $82.0M EV (9.5x reported FY2024 Adjusted EBITDA of $8.7M)
Engagement: Pre-LOI Forensic Screen — included in Pro and above
§1. Executive Summary
If the buyer chooses to proceed despite the findings below, the defensible bid range is $43-48M EV — a 41-48% reduction from the seller's ask, reflecting (a) corrected FY2024 Adjusted EBITDA of $6.2M against the seller's claimed $8.7M, (b) likely revenue restatement of $4.1M based on forensic-test failures, and (c) at minimum a $4.7M direct write-off of disputed receivables from the largest customer.
Three critical findings drive this conclusion:
- 1.Earnings manipulation indicators across 4 of 7 forensic tests positive. Beneish M-Score = -1.42 (above the -1.78 academic manipulation threshold). Benford's Law fails on a single revenue account (Service Revenue - North Division) with chi-square = 23.4, p = 0.003. Working capital anomalies indicate ~$3.2M of receivables stuffing in Q4 FY2024. Six discrete lapping cycles identified in cash-application records. Each finding traces to a specific decision by named management and a specific accounting entry.
- 2.$2.5M of the seller's claimed $8.7M Adjusted EBITDA is fragile on cross-document reconciliation between CIM, audited financials, and federal tax returns. The four addbacks driving the gap are: owner compensation overstated by $0.8M; "non-recurring" legal that has appeared on the books for three consecutive years; Indianapolis branch closure that reflects $300K of real exit costs but $200K of redistributed overhead; and pro-forma customer wins on contracts where 3 of 4 are unsigned. Forensic-corrected Adjusted EBITDA: $6.2M.
- 3.Customer concentration crisis is being concealed via lapping. Ohio Industrial Holdings (OIH), the company's largest customer at ~23% of FY2024 revenue, has been in active payment dispute since March 14, 2024. CIS's CFO Linda Marley has applied other customers' payments to OIH's invoices in 6 documented cycles to keep OIH from aging into the 90+ day AR bucket. If OIH's non-payment surfaces post-close, the buyer faces a $4.7M direct write-off plus potential $5-12M counter-suit exposure for service-quality damages.
The CFO who orchestrated the lapping (Linda Marley) is contracted under the proposed transaction to remain as CFO of newco with a 3-year retention package. The buyer would be inheriting both the manipulation infrastructure and the actor.
NO-BID. If buyer's strategic interest requires bidding, structure as an asset purchase (not stock) with explicit fraud carve-outs, $15M+ indemnification escrow held for 36 months, and CFO replacement as a closing condition.
§2. Methodology & Scope
What this report is
A deterministic statistical screen of forensic indicators applied to the seller's CIM, audited financial statements, federal tax returns, and management projections. Each test follows a peer-reviewed academic methodology (Beneish 1999, Benford 1938 / Nigrini 2012, etc.) with full threshold disclosure. Each finding cites the source document and page where the underlying evidence appears.
What this report is NOT
- Management interviews or Q&A with the seller's CFO, CEO, or controller
- On-site fieldwork at the seller's offices
- Independent customer or vendor confirmations
- A signed CPA partner opinion
- E&O insurance coverage on the conclusions
- General Ledger transaction-level review (Pre-LOI tier — without GL access)
Source documents reviewed
| # | Document | Pages | Source |
|---|---|---|---|
| 1 | Confidential Information Memorandum (CIM) | 142 | Cascadia M&A Advisors |
| 2 | Audited Financial Statements FY2022-FY2024 | 87 | TLC Strategic LLP |
| 3 | Form 1120 Federal Tax Returns FY2022-FY2024 | 31 | Filed by TLC Strategic |
| 4 | 5-Year Management Projection Model | Excel + 14p | CIS Internal — Linda Marley |
Total source pages reviewed: 274
§4.1 Beneish M-Score = -1.42 — Manipulation Likely
Composite Beneish M-Score for FY2024: M = -1.42, above the -1.78 academic manipulation threshold (Beneish 1999).
| Variable | Computed | Interpretation |
|---|---|---|
| DSRI | 1.34 | Receivables grew 34% faster than revenue YoY |
| GMI | 1.18 | Gross margin deteriorated 18% YoY |
| AQI | 1.42 | Non-current asset growth outpaced revenue |
| DEPI | 0.87 | Depreciation rate slowed |
| TATA | 0.062 | Accruals component of earnings unusually high |
Each anomalous variable above is the mathematical fingerprint of a specific business decision Linda Marley and Frank Crestwood made in 2024:
- DSRI = 1.34 reflects (a) OIH's $4.7M of unpaid disputed invoices remaining on the books at full value while real revenue was contracting, and (b) ~$4.1M of journal-entry-driven revenue recognized in Q3-Q4 against new receivables that have no underlying customer.
- GMI = 1.18 reflects real revenue contracting — OIH stopped consuming services in Q2 2024 — while COGS remained roughly flat. The 18% gross-margin deterioration is real economic damage; the offsetting "growth" in reported revenue is non-cash.
- AQI = 1.42 reflects management's October 2024 decision to capitalize OIH-dispute legal expenses to "Deferred Professional Services Costs - Long-Term Asset" rather than expense them. Audit Footnote #14 (p. 47) softly references this treatment.
- DEPI = 0.87 reflects management's decision, effective October 1 2024, to extend the useful life of Class III service equipment from 5 years to 8 years. The change reduced FY2024 depreciation expense by approximately $284K, inflating reported net income.
- TATA = 0.062 is the tell: most of FY2024's reported "earnings growth" is non-cash accruals — fabricated revenue (no cash), deferred legal (no cash impact in period), and reduced depreciation (no cash impact, inflated NI).
| Source | Reference | What it shows |
|---|---|---|
| Audited Balance Sheet | FY2024 Form 1120 Sch III; Audit p. 18 | AR jumped $7.1M (FY2023) → $11.8M (FY2024), 66% YoY against 13% revenue growth |
| Audit Footnote #6 | Audit Report p. 31 | "Long-Term Other Assets" jumped $84K → $923K; $839K classified as "Deferred Professional Services Costs" |
| Audit Footnote #14 | Audit Report p. 47 | "Management has elected to extend the useful life of certain Class III equipment from 5 years to 8 years effective October 1, 2024..." |
Beneish failure alone does not kill a deal — the model has known false-positive rates around 25% in Beneish's original sample. However, Beneish failure combined with concentration, addback fragility, and lapping (subsequent findings) is the pattern of a deal that destroys 30-50% of equity value within 18 months of close.
Cross-reference against OloLand's institutional memory of similar deals: 23 prior deals with this Beneish signature × concentration profile, median post-close write-down 31%, mean 38%. Buyer should weight this finding heavily.
§4.5 Lapping Detection — 6 Cycles Concealing OIH's Non-Payment
OloLand's lapping detector cross-references AR cash-application sequence (which customer's payment was applied to which customer's invoice) against bank deposit records and customer payment-confirmation correspondence. The detector identifies a lapping pattern when payment from Customer X is applied to Customer Y's invoice, then Customer Y's actual payment is applied to Customer Z's invoice — the rotating-balance scheme.
In CIS's FY2024 cash applications, 6 sequential cycles are identified, all rotating into the OIH balance.
INVOICE Bedford Manufacturing INV-2024-2103
Issued: 2024-05-15
Amount: $147,200.00
Service period: April 2024
Status (NetSuite): PAID (applied 2024-06-12)
PAYMENT Bedford Manufacturing CHECK #44871
Date: 2024-06-12
Amount: $147,200.00
Bank deposit: NorthCoast Bank #DEP-20240612-417
Memo on check: "INV-2024-2103 - April services"
CASH APPLY Applied: 2024-06-12 14:33:47
Applied by: Linda Marley (CFO)
Applied TO: OIH Invoice INV-2024-1847
(issued 2024-05-04, original $4,247,800
for May 2024 services)
Applied amount: $147,200.00
RESULT Bedford INV-2024-2103: shows as PAID in NetSuite
OIH INV-2024-1847: balance reduced to $4,100,600
(still outstanding, but appears "current")
OIH AR aging bucket: stays in 31-60 days
(would otherwise be 61-90 days)| Cycle | Date | From | Amount | Applied to |
|---|---|---|---|---|
| 1 | 2024-06-12 | Bedford Manufacturing | $147,200 | OIH INV-2024-1847 |
| 2 | 2024-08-22 | Toledo Facilities Group | $89,400 | Bedford (now aged) |
| 3 | 2024-10-08 | Marathon Logistics | $215,800 | Toledo + Bedford rollforward |
| 4 | 2024-11-14 | Quincy Industrial | $156,300 | Marathon (aged) |
| 5 | 2024-12-03 | OIH (partial) | $40,000 | Quincy (aged) — OIH's own payment |
| 6 | 2025-01-22 | Stark Plastics (new customer) | $73,600 | OIH (re-aged) |
This is the deal-killer finding. Lapping is not aggressive accounting — it is intent to deceive.
Six cycles, traceable to a specific user (Linda Marley) with a documented cash-applications chain, in a company where she occupies all three segregation-of-duties roles for AR application — this is what auditors call indicia of fraud and what plaintiffs' counsel calls scienter.
Recommended action: NO-BID, full stop, regardless of price. If counsel insists on bidding, structure as an asset purchase (not stock) with explicit fraud carve-outs and $15M+ indemnification escrow held for 36 months. Counsel-led discussion with OIH and Sherman & Park is required before any signing.
§8. Limitations & Disclaimers (excerpt)
- An audit as defined in PCAOB or AICPA standards
- A quality-of-earnings opinion in the attestation sense
- A Big-4 QoE engagement (typical scope: $150-500K, 4-8 weeks, with management interviews + fieldwork + signed CPA partner opinion + E&O coverage)
- A legal opinion on any matter, including the OIH dispute referenced throughout
- A determination of fraud (legal determination requires judicial finding)
Full Limitations & Disclaimers section (§8 of the report, ~1 page) is included in every delivered Pre-LOI Screen.
Run this on your own target.
Methodology disclosed. This synthetic sample illustrates artifact structure and is not the current self-serve Full QoE product contract. The live report currently supports Benford, lapping, and journal-entry testing when their persisted inputs qualify. The Pre-LOI Screen delivers valuation-gap analysis, a red-flag screen, and a diligence demand list. Both reports are included in Pro and above.
Full PDF version of this sample report available on request — contact aleks@ololand.ai