Make an AI output auditable
Design a minimum audit trail for AI-assisted professional decisions.
Create a minimum audit trail for AI-drafted claims decisions. Source -> workflow version -> model output -> human action -> final rationale. Keeping only the final decision makes the process look clean while destroying the evidence needed to learn from appeals. Before File contains only final denial paragraph and adjuster name. After File contains source documents, prompt version, model draft, adjuster edits, final rationale, and appeal disposition. Source Record the documents and policy clauses the AI used. Source trace shows whether the system relied on the right evidence. Version Log prompt template and model/vendor version. AI behavior changes; versioning lets…
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