What the record asserts, what it does not, and how to test it without relying on the vendor or the entity.
An entity engages a vendor to reduce its AI model consumption. The vendor is compensated as a share of the reduction it reports. In the ordinary arrangement, the same system performs the optimization, measures the result, and produces the report — and the entity has no independent means of reproducing the figure.
Stated in controls terms: the party performing a transaction is the sole source of evidence about it, and the amount charged is derived from that evidence. Segregation of duties is absent, and the deficiency cannot be remediated by inspecting the report, because the report is the artifact in question.
Each record (a “sealed container”) carries two independent signatures and a set of recorded facts. The assertions are narrow and specific:
| The record asserts | Basis |
|---|---|
| These specific units of context were present in the original request | Enumerated in a manifest before any were removed |
| These were retained; these were withheld | Recorded as a partition, with the two sets required to be disjoint and to exhaust the manifest |
| The consumption difference is this figure, measured against this baseline | Baseline fixed by digest before the result was known |
| The figure was recomputed by a component in a separate trust domain | Second signature, produced under different operating-system credentials |
| The record has not been altered since it was sealed | Both signatures cover a digest of the record contents |
| Ref | Control objective |
|---|---|
| C-1 | Amounts charged by the vendor are derived from records that a party other than the vendor can reproduce. |
| C-2 | The basis of measurement is fixed before results are known and cannot be revised afterward. |
| C-3 | The component computing the figure is segregated from the component certifying it, and the segregation is enforced by the platform rather than by procedure. |
| C-4 | Records remain verifiable independently of the vendor's continued existence or cooperation. |
| C-5 | Exceptions are distinguishable from configuration faults and are investigated. |
Expected result: exit condition 0 for every item. Any other condition is an exception requiring investigation — see T-5.
Why this is evidence: the utility recomputes the digest from the record's own contents and confirms both signatures against public keys. It does not ask the vendor anything. A record altered after sealing fails.
Verification confirms that the two signatures were produced under different operating-system accounts. A record bearing two signatures from the same domain fails verification. Inspect the utility's output for the confirmation, and inquire whether any record in the period was rejected on this basis.
Before the system is permitted to process traffic, it verifies its own segregation against the live platform: distinct service accounts, key ownership, and file permissions restricting each key to its own account. This check is re-runnable at any time and produces a record.
Why this matters: this converts a vendor representation about segregation into an observation of the platform's actual configuration.
Each record references the measurement basis by digest. Confirm that the referenced basis matches the policy bundle in force for the period, and that the bundle digest recorded at the start of the period is unchanged at the end. A basis altered mid-period produces records that fail verification rather than records that silently reflect the new basis.
The utility distinguishes three conditions. The distinction is material to your response:
| Condition | Meaning | Response |
|---|---|---|
| Verified | Signatures valid; contents unaltered; structural checks pass | No exception |
| Integrity fault | A signature is absent or invalid, contents do not match the sealed digest, both signatures share a domain, or a structural check fails | Investigate. The record is not reliable evidence of the amount charged |
| Configuration fault | An input could not be resolved — missing bundle, wrong path | Re-perform with correct inputs. Not, by itself, evidence of a problem with the record |
Each count carries an indication of whether it was verified from the provider's response or asserted by the provider. Where a material portion of the period's savings rests on provider-asserted counts, the assurance obtained is correspondingly weaker, and this should be reflected in your conclusion. The record does not conceal this; it states it.
Sealed records are self-contained. They remain verifiable after the engagement ends, after the vendor relationship ends, and after the vendor ceases to exist, provided the entity retains the records, the public keys, and the utility. All three are held by the entity. We recommend the entity's retention policy treat them as it treats other supporting documentation for amounts charged.
Most vendor assertions about their own performance are, from an audit standpoint, inquiry. They can be corroborated only by asking the vendor a second question. A TokenMark™ record is different in a specific and useful way: it is reperformable.
Several supervisory regimes now expect a regulated entity to maintain a governance program over the AI systems it uses, and to produce evidence about that program on a regulator’s timeline rather than its own. We take no position on which regime applies to your client. The recurring requests, across regimes, tend to look the same:
| What is asked for | What a vendor-authored log establishes |
|---|---|
| An inventory of the AI systems actually in use | What the vendor recorded. It cannot show that traffic outside the inventory did not occur, because it only sees traffic it was asked to see. |
| That approved systems were used for approved purposes | A policy statement and a log written by the system the policy governs. |
| Accountability for AI the entity did not build | The third party’s own account of the third party’s own conduct. |
| An audit trail adequate to reconstruct what happened | A trail that can be adequate and still be authored entirely by the subject of the reconstruction. |
A sealed record changes the answer in the right-hand column and nothing else. Consumption is recorded at the gateway rather than reported by the model provider; declared lanes make approved-use enforcement observable rather than asserted; the second signature comes from a domain the recording component cannot invoke; and the trail is reperformable by the entity after the vendor is gone. Every one of those is testable by the procedures in section 4.
We would rather state those limits here than have a practitioner discover them mid-engagement. If a request in front of you needs something in the list above, this is the wrong product and we will say so.
If any procedure in this guide cannot be performed as written, in your environment, without our involvement, we would consider that a defect in the product and we want to hear about it. That invitation stands for any practitioner, whether or not your client is a customer.
Participation in an open public process is not endorsement. No agency, standards body, consortium or company listed here endorses Atom Works™, its products or its claims.