An agency contractor builds an AI-assisted benefits-eligibility service. Requirements are declared and approved by agency staff; Architecture is pinned to a FedRAMP-authorized stack and enforced by the Quality Gate. The Analyzer logs every generation and approval to append-only records.
During an oversight review, an inspector general asks the agency to explain an automated eligibility determination. Instead of reconstructing intent, the agency produces the trail: declared requirement, named approver, generated logic, and the timestamped decision history — meeting the explainability and record-keeping mandates without a separate documentation effort.
