Which revenue number do you trust when your systems disagree?

This study reconstructs one recent revenue period across the systems that recorded orders, subscriptions, charges, refunds, payouts, or accounting entries. The result is a fixed revenue close artifact, not a new bookkeeping system.

Apply with a recent close Review who should apply

Current participants

Who should apply

Creator business owner

An owner directly responsible for the revenue decision and its consequences.

Paid newsletter, membership, or course
Digital products, sponsorship, or affiliate revenue
Creator agency or multiple commerce and payment systems

Digital business owner

A founder or owner of an established digital business who directly owned the event.

Founder
Business owner
Operator with financial authority

Digital business operator

An accountable operator directly responsible for revenue reporting or the resulting decision.

COO
Operations lead
Finance lead

Finance employee

An employee who directly performed or owned the specific recent close or reconciliation.

Employee responsible for revenue reporting
Internal accountant
Finance operator

Fractional finance professional

A professional directly involved in the qualifying event; general expertise alone does not qualify.

Fractional CFO
Bookkeeper
Accountant

Recent event

What must have happened

A revenue close, payout reconciliation, refund discrepancy, or conflicting total must have affected a real financial or operating decision within the past 90 days.

Reconciled conflicting revenue or payout totals.
Resolved a refund, discount, proration, comp, or failed payment discrepancy.
Used the result to make or defend a real financial or operating decision.

Operating business

The workflow must already be in use and affect a real decision

The business or workflow must already be in use, have repeated activity, and affect a real decision. You should also be able to describe what you tried and what remained unresolved.

The business must already collect revenue regularly and have a real close or reconciliation process.

Time in operation and reconciliation frequency can be estimated.
Approximate monthly collected revenue and transaction ranges are available.
You can describe the relevant revenue systems and recent discrepancies.

This is not for prototypes, hypothetical situations, or people without firsthand involvement in the event.

Who we're interviewing in this round

US business context is required

The participant must currently work in the United States or own or manage a US-based business, and the qualifying event must have involved US operations, customers, revenue, or budget.

Application

Tell me about the most recent time this happened

Takes approximately 4–6 minutes. Do not submit credentials or raw data.

NameWork emailOrganizationYour role

Organization or professional-profile URLParticipant perspectiveEconomic role in this decisionChoose the role you actually held; it is not inferred from your job title.Does this event meet the US-first eligibility requirement?Approximate event dateWhat decision occurred, how were you directly involved, and what was at stake?What tool, employee, advisor, provider, or AI system was used, and what remained unresolved?Time in operationApproximate monthly collected revenue rangeHow often is revenue reconciled?I can participate in one 25–30 minute research interview if selected.I understand that applying does not guarantee selection. Payment is made only after a selected 25–30 minute interview is completed.

Separate commissioned study

Revenue Close and Leakage Audit

$750

Within three business days of receiving usable data, you receive:

01A reconciled revenue view for one agreed period.
02A source hierarchy showing which records support each number.
03Identified discrepancies, unresolved items, and excluded amounts.
04Refund, failure, payout, and concentration observations supported by the data.
05A repeatable close checklist for the next period.

This is an operational evidence artifact, not tax advice, audited financial statements, or ongoing accounting. If the supplied data cannot support the agreed close, the fee is refunded.

This is optional paid work after the interview. We would agree on the scope and required records before it begins.

If you later commission a study

We’ll agree on the minimum records before any work begins

Normally required for a period of 30 or 90 days:

Payment processor transactions, invoices, refunds, and payouts.
Platform orders, subscriptions, or customer lifecycle exports.
The current close spreadsheet or accounting summary.
A written description of the discrepancy or decision.

Only the minimum agreed period and fields are requested.

After the commissioned study

I’ll ask what changed

Seven days later, I ask whether the artifact changed a close, cash, channel, cost, or concentration decision and whether the same reconciliation is needed next period.