# Retrieval citation audit remediation brief

Use this brief after citation audit failures. The remediation should identify whether the issue belongs to source ownership, chunking, metadata, ranking, permissions, prompt instructions, or reviewer workflow.

## Review sections

- Failed samples and severity.
- Unsupported, missing, stale, or restricted citations.
- Root cause by source, retrieval, permission, or prompt layer.
- Owner, fix, regression case, and retest date.
- Release decision after remediation.