The date is part of the fact

An audit asks what happened, how much, and when. Get the "when" wrong and the other two don't matter.

A transaction that is right in every other respect is still a misstatement if it lands in the wrong period, is valued at the wrong date's price, or is judged under a rule that wasn't in force. Auditing standards build this in: existence, occurrence and cutoff are all tests of a date. Accounting standards do the same. Subsequent-events rules separate conditions that existed at the balance-sheet date from those that arose later, and error-correction rules turn on what was known and knowable at the time.

Independent evidence, as of the date

Audit practice has answered the question "was this true on that date?" in the same way for close to a century: with evidence obtained independently, as of that date.

The auditing standards rank evidence the same way. Evidence from independent sources outweighs evidence an entity generates itself. Evidence obtained directly outweighs evidence passed along. Originals outweigh copies.

Three properties of a record that settles a dated question

  1. Made at the time. Captured when the source published it, not reconstructed afterwards.
  2. Controlled by neither party. Assembled before any dispute, serving every side the same way.
  3. Verifiable by anyone. Hashed, timestamped, and produced by a published, versioned method.

Most public registries that decide eligibility publish only their current state and overwrite the rest. That removes the first property, and it is the gap a dated archive fills.

How an audit escalates

TierDataRight neededProduces
1. ScreeningYour own transactions, plus the independent dated recordNoneFull-population flags, and a specific, dated showing
2. By agreementThe counterparty's records under a contract or requestContractFindings backed by records
3. CompelledThe counterparty's records under a regulator, statute or courtFormal gateEnforceable findings

Each tier's output is written as the next gate's exhibit. With LLM-assisted review, tier 1 can cover every transaction rather than a sample. The limits are no longer the cost of analysis but access to data and the time to review exceptions.

Beyond 340B

The same pattern appears wherever a status on a date decides an outcome and the public source overwrites it.

AreaTest typeWhat turns on the date
Manufacturer government price reportingStatus on a dateWhether a sale to a 340B entity is excluded from Best Price
False Claims ActStatus on a dateWhether a certification was true when made
Provider exclusion screeningStatus on a dateWhether a provider was excluded on the date of service
Nonprofit tax-exempt statusStatus on a dateExemption in force for the year, or on the purchase date
Employer health plans and PBMsTerms or knowledge at the timeWhich contract terms and which entities applied to each rebate and claim
Tax residence of affiliated entitiesTerms or knowledge at the timeWhere an entity resided and what it did in each year
Antitrust and settlement complianceEvidence of conductThe structure before and after each deadline

Where the law tests a status on a date, a dated record decides the question. Where it tests conduct or contract terms, the dated record is evidence that helps reconstruct what happened, alongside discovery rather than in place of it.

This page describes principles and history for general information. It is not legal or accounting advice, and none of the historical cases implies anything about any party in the programs we cover.