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Capability 03 / AI Review & Exception Queue

Prepare the exceptions before the reviewer decides

Auxtho records how claims entered review, compares each one with exact source proof, preserves the machine result and reason, and routes the items that need judgment to the accountable reviewer.

The reviewer receives the disputed claim, exact source correction, and reason together, then accepts, corrects, holds, or rejects it.

The job in plain language

A report contains claims that do not all need the same attention

Auxtho performs the repeatable comparison and prepares the exception. The person decides how the disputed claim should change.

Document or job

Selected claims in an assurance report

The current case defines two claims for review under one exact source and rule context.

What Auxtho performs

Compares, classifies, and routes

Auxtho binds each finding to the exact artifact, source proof, reason code, and queue order.

What a person decides

Accept, correct, hold, or reject

The reviewer resolves the prepared exception without erasing the original machine result.

What appears on screen

The claim, reason, correction, and disposition

The queue shows why the claim is overbroad and the exact source wording that restores the supported statement.

What remains

Machine result and human correction together

The record preserves both stages and the exact input bindings that must remain current before authorization.

Actual product screens

The correction is visible without hiding the machine finding

The first panel shows the exception after the accountable reviewer applies the exact correction from the source. The second shows the resulting review checkpoint.

Auxtho exception queue showing an overbroad report claim, why it was flagged, the exact wording from the source, and the reviewer's recorded correction.
The original finding remains visible beside the reviewer's correction and the exact source wording.
Auxtho review checkpoint showing that the selected claims passed after the reviewer corrected the disputed claim; release authorization remains separate.
The queue reaches PASS after the correction, while release authorization remains a separate checkpoint.

Review flow

Move repeatable comparison work to the system

01Record claim selection

The run identifies whether each claim was user-specified, workflow-defined, rule-selected, or model-decomposed.

02Compare exact proof

The machine result retains source identity, page, wording, passage hash, and the reason behind its classification.

03Prepare the queue

Deterministic ordering sends supported work forward and presents exceptions with their reasons and owner role.

04Record the human disposition

The reviewer accepts, corrects, holds, or rejects the prepared result; the original finding remains preserved.

05Recheck before authorization

Changed artifact, source pack, rule, claim set, route, target, or authority invalidates the previous review binding.

Source note

M122 AI_REVIEW_EXCEPTION_QUEUE_GO in terminal tree 1cca2c79d92ffba686883dd0ef3a8c4eb08f7c1b. Current revalidation included the 115 M121-M125 focused backend tests, TypeScript, focused M122 lint, and the real local App/API/transactional-store/human-correction browser path. Proof boundary: a local provider-free two-claim synthetic corpus; it does not establish automatic identification of all material claims, a workload automation percentage, provider-backed execution, customer effectiveness, production use, or compliance certification.