They rebuild it from raw billing data instead of trusting your dashboard. Buyers walk reported ARR down to committed ARR, tie it to GAAP revenue, billings and cash, and test retention by monthly cohort. Whatever does not reconcile comes off the number, and the multiple goes with it.
Reported ARR to committed ARR
ARR bridge, retention cohorts, customer concentration, contract terms, and margin and cost classification.
Monthly ARR by customer and cohort files, rebuilt from the billing system, not exported from a slide.
ARR must tie to billings, deferred revenue and cash. Unexplained gaps get removed.
Quality-of-earnings teams re-derive revenue from source data under ASC 606 or IFRS 15. ARR is a management metric with no GAAP definition, so it is the first number they challenge. The published diligence guides we reviewed agree on the same five checks.
| Test | What the buyer does | Red flag |
|---|---|---|
| 1. ARR bridge | Rebuilds monthly ARR from billing. Walks reported ARR to committed ARR, then ties it to GAAP revenue, billings, the deferred-revenue roll-forward and cash collected. Reviews 8 to 12 quarters. | ARR grows while GAAP revenue does not, quarter after quarter. One vendor treats four or more quarters of divergence as definitional, not timing (unsourced heuristic). |
| 2. Retention cohorts | Rebuilds net and gross retention by monthly start cohort, with a fixed denominator over 24 months or more. New logos are not folded into the base. | Healthy NRR with weak GRR, or newer cohorts retaining worse than older ones. |
| 3. Concentration | Reviews a top-20 customer schedule with ARR, share of total, term and renewal date. Related entities are mapped to one parent. | One customer above roughly 10–20% of ARR, depending on the buyer. |
| 4. Contract terms | Extracts assignment, change-of-control, termination-for-convenience, auto-renewal and price-protection clauses, and ties each one to ARR dollars. | ARR sitting in contracts the customer can cancel, or that need consent to transfer. |
| 5. Margin and costs | Remaps the general ledger to a standard SaaS cost-of-revenue definition. Checks what is capitalized. | Hosting, support or success costs parked in operating expense, which flatters gross margin. |
Sources: Peony, Papermark and FE International diligence guides (all vendors or brokers selling deal services), Stout and Baker Tilly. Full list and caveats at the bottom.
Committed ARR counts contracted, recurring subscription value from active customers. These are the items the guides say buyers remove or restate.
| Item in reported ARR | Why a buyer removes or restates it |
|---|---|
| Pilots and proofs of concept, annualized | Not contracted recurring revenue until they convert. |
| Month-to-month contracts annualized | The customer can leave next month, so annualizing it overstates committed revenue. |
| Usage above the committed minimum | Variable overages are not recurring. Only the commitment counts. |
| Customers who gave notice or already churned | Still counted in ARR but gone from the future. Removed and reflected in churn. |
| Services or implementation fees | One-time work bundled into the subscription line. Reclassified out. |
| Ramp deals at the final-year rate | Restated at the current contractual rate until the ramp actually happens. |
| Bookings or total contract value shown as ARR | A multi-year total is not an annual run rate. |
| Foreign-currency contracts at stale rates | Re-struck at current exchange rates. |
| Termination-for-convenience contracts | Some buyers exclude them from committed ARR entirely. |
Compiled from Peony and Papermark, which differ on details. The $10.0M example in the hero is JayOh’s illustration, not a real company.
Buyers compare your rebuilt numbers to peers. These ranges use published quartiles for private SaaS, the same bands we use for portfolio reporting. See what GTM metrics a PE operating partner should track for the sources.
| What the buyer checks | Weak | Acceptable | Strong | Source |
|---|---|---|---|---|
| ARR to billing tie-out | Cannot tie out | Ties, gaps explained | Ties monthly, documented | JayOh working threshold. |
| Net revenue retention | Under 92% | 92–110% | Over 110% | Aleph x Benchmarkit, FY2025, n=230. KeyBanc and Sapphire 2024 survey median about 101% (104 companies, via Peony). |
| Gross revenue retention | Under 76% | 76–91% | Over 91% | Aleph x Benchmarkit, FY2025, n=226. KeyBanc and Sapphire median about 90%. |
| Top customer share of ARR | Over 15% | 10–15% | Under 10% | JayOh working threshold. Guides cite 10%, 15% and 15–20% and do not reconcile them. |
| Gross margin | Under 70% | 70–80% | Over 80% | High Alpha 2025 quartiles, rounded. FE International says under 65% draws extra scrutiny (unsourced). |
| CAC payback | Over 24 months | 12–24 months | Under 12 months | Benchmarkit 2025 via BurnRateIQ. KeyBanc and Sapphire median 20 months. |
A strong number you cannot reproduce from billing data reads as weak. Buyers also treat a very high claim as a reason to dig: Peony notes that 130% NRR sits about 30 points above the survey median, which raises the burden of proof.
Every dollar removed from ARR is multiplied by the deal multiple. Peony, citing the SEG SaaS Index, reports the median public SaaS EV to revenue multiple fell from 5.7x in the second quarter of 2025 to 3.2x in the second quarter of 2026, and the private SaaS M&A median was 4.0x. We have not verified SEG’s figures. When multiples are lower, buyers have less room to absorb a surprise, so they price the doubt.
Net retention above 100% looks healthy, but it can come from a few large expansions covering broad losses. Peony’s example is 120% NRR sitting alongside 82% GRR, which a buyer would treat as expansion masking churn. That is why cohort files and gross retention get requested alongside NRR, and why a blended average that hides a deteriorating newer cohort is a red flag.
Peony’s checklist tags these as essential early requests. Build each one from the source system and keep it reproducible.
The published guides we reviewed focus on billing and accounting data and say little about CRM or pipeline checks. If a buyer sees your CRM, though, it is usually in the form of bookings, renewal dates and pipeline, and each one can be compared against billing. We see the same failure in practice: the CRM and the billing system report different customers, dates or amounts. Reconcile them before the data room opens.
Definitions have to match across systems first. See how to standardize GTM reporting across portfolio companies.
JayOh’s Revenue Diligence-Readiness Package delivers clean ARR reporting, defensible funnel metrics, reconciled cohort data and documented systems in about 60 days, scoped to your deal timeline. Our reporting work has improved forecast accuracy by 28%, and for Samsung Next we standardized RevOps across five portfolio companies.
Scope a diligence-readiness sprintThey rebuild it from raw billing data. The buyer's team walks reported ARR down to committed ARR, ties it to GAAP revenue, billings, deferred revenue and cash, tests retention by monthly cohort, and checks concentration, contract terms and cost classification. Whatever does not reconcile is removed.
Contracted, recurring subscription value from active customers. It excludes pilots, services, usage above committed minimums, customers who have given notice, and bookings or total contract value shown as ARR.
ARR is a management metric with no GAAP definition, so companies define it differently. Buyers restate it to a consistent basis, and each dollar removed is multiplied by the deal multiple.
Data-room guides ask for monthly ARR by customer for at least 24 months, and an ARR bridge across 8 to 12 quarters. Cohort files should be monthly rather than annual.
A monthly ARR schedule, raw billing export, contract-to-invoice-to-cash tie-outs, a revenue-recognition memo, the deferred-revenue roll-forward, cohort files, a top-20 customer schedule, change-of-control clauses and a cost-of-revenue breakdown.
The guides we reviewed focus on billing and accounting data. If you share CRM bookings or pipeline, expect it to be compared with billing, so reconcile the two systems first.
Before the data room opens. Rebuilding ARR and cohorts from billing data, and tying CRM to billing, takes weeks, and finding gaps during a live process gives the buyer leverage.
JayOh is a GTM systems engineering firm and HubSpot Platinum Partner, an Anthropic partner, working as an embedded growth pod since 2016. We rebuild ARR and cohort data from the source systems, tie your CRM to billing, and document the definitions.
Scope a diligence-readiness sprintRelated reading: GTM in private equity, GTM for operating partners, measuring GTM maturity, benchmarks database.
We engineer growth systems. JayOh builds the RevOps architecture, GTM execution and data infrastructure that turn messy revenue operations into predictable pipeline for B2B SaaS and PE-backed teams.
