LA LatentAtlas Book a 20-min fit call
Sample audit output

What a LatentAtlas AI evidence audit returns.

Six sanitized packets across the Allow, Verify, and Review lanes. Each row shows the claim, the candidate evidence, the LatentAtlas decision, the problem pattern, and the recommended next route. Customer-specific text never appears on the public surface.

Six packets, three lanes.

The diagnostic separates supported answers from related-but-insufficient evidence and from cases that need a human check. Problem labels are public-safe; full calibration and customer rows remain under NDA.

ALLOW Answer is supported. The source directly proves the claim and meets the freshness, authority, and approval bar for the requested action.
VERIFY Relevant source, missing authority. The retrieved source is topical or definitional. A more authoritative policy or source is needed before the answer ships.
REVIEW Human check first. The packet has missing context, peer-identity ambiguity, or evidence that does not authorize the operational action.
Packet ID
audit-sample-incident-001
Lane
ALLOW
Problem pattern
Explicit approval present
Claim

Can we tell customers this was the root cause of the incident?

Evidence

Current authoritative policy doc states the incident root cause and explicitly approves customer-facing publication.

Decision

The fact and the publish approval are both present. LatentAtlas preserves the allow rather than routing it to review.

Route

Allow the customer-facing message with citation to the authoritative source.

Packet ID
audit-sample-deprecation-014
Lane
ALLOW
Problem pattern
Direct evidence support
Claim

Is the product roadmap evidence sufficient to confirm deprecation as a fact?

Evidence

Current authoritative roadmap document discusses planned deprecation. The claim is about evidence support, not publish or action permission.

Decision

The source directly proves the requested fact at the evidence-support layer. Higher layers (publish-safe, customer-safe) are not requested.

Route

Allow the evidence-support answer. Do not auto-publish to customers without a separate publish-safe check.

Packet ID
audit-sample-access-002
Lane
VERIFY
Problem pattern
Related context used as evidence
Claim

Can the support team grant temporary admin access without security review?

Evidence

Access playbook covers standard role changes and says temporary admin access requires a separate security approval policy.

Decision

The playbook is relevant but is not the security approval policy. Granting access from this excerpt would cross from related to action_ready without proof.

Route

Retrieve the security approval policy, or send the case to review before the support AI grants access.

Packet ID
audit-sample-sla-181
Lane
VERIFY
Problem pattern
Related status used as approval
Claim

Can the system automatically grant an SLA credit after this incident?

Evidence

Status-page excerpt confirms degraded service during the incident window and links to the incident summary.

Decision

The excerpt proves service impact, but it does not approve customer credit. The claim asks for a commercial action, not only an incident fact.

Route

Retrieve the SLA credit policy or send to account review before the AI promises a credit.

Packet ID
audit-sample-exception-262
Lane
REVIEW
Problem pattern
Evidence used as action permission
Claim

Can the workflow automatically approve a policy exception for this enterprise account?

Evidence

Account note confirms that the customer is eligible to request an exception review.

Decision

The evidence supports eligibility to request review. It does not authorize automatic approval. Eligibility is not the same as action permission.

Route

Send to the exception owner with the matching account note. Do not approve the exception from this packet alone.

Packet ID
audit-sample-peer-128
Lane
REVIEW
Problem pattern
Similar case is not same identity
Claim

Can we apply the same resolution to this customer's support ticket?

Evidence

A historical ticket with a similar issue used a specific resolution path.

Decision

A comparable case exists, but the source does not prove this is the same account, contract, product, or decision identity. Peer comparison is not identity.

Route

Send to support reviewer to confirm the customer state matches before reusing the resolution.

Sealed benchmark proof.

Six packets above are sanitized illustrations. Aggregate numbers below are from the locked real-API benchmark behind the methodology page.

1,000-row boundary benchmark content set for current API model behavior.
2,990 scored model decisions across 3 decision-model environments.
214 false-authority decisions found before the LatentAtlas guard.
0 false-authority decisions after the LatentAtlas guard contract.

Benchmark signals from sealed evidence records and controlled benchmark runs. Methodology preprint DOI: 10.5281/zenodo.20161629. Vendor-specific row examples and full failure tables are reserved for NDA or paid-audit conversations.