Governance & Risk · Leadership

Governance: the audit trail every AI presales program needs

Per-action audit logs, role gating, approval workflows, model and prompt versioning.

12 min

Outcomes

  • Define the minimum audit schema for your org
  • Stand up role-based gating on outbound content
  • Pass a security review on your AI presales stack

The minimum schema

Per action: who, what, when, which model, which prompt, which library version, which approver. Exportable to your SIEM.

Run an audit query

  1. Pick any sent RFP from the last quarter.
  2. Reconstruct every answer's provenance.
  3. If you can't, identify the schema gap.

Further reading