Audit Readiness, Evidence and Inspection Management Questions

Being audited or inspected: preparing for internal and external audits and regulatory inspections, assembling and presenting the evidence auditors request (artifact packs, configuration snapshots, access records, change-approval and segregation-of-duties records, lineage and reproducibility records, design-decision and requirement traceability, and documentation packages a reviewer can follow), scoping evidence collection under deadline pressure, sampling and sample populations an auditor can trust, showing a control operated across a whole audit period rather than on one day, maintaining continuous audit readiness and audit-trail integrity, coordinating fieldwork, responding to auditor and regulator requests, including audits of deployed models (training data provenance, fairness testing records, third-party components you cannot inspect), disclosing evidence gaps and retention limits honestly, and handling adverse findings, disputed severity ratings and compensating controls professionally. Audit logging is covered as an evidence-strategy question (what must be provable, tamper-evident and retained, including where retention conflicts with privacy), not as log-pipeline engineering. Control design and testing of effectiveness, compliance frameworks and certification standards, compliance automation tooling, and detection-focused log engineering are covered elsewhere.