What a findings memo is — and what it is not

A findings memo from Neural Network Audit Partners is deliberately dry. It names the document, the claim under review, why a reader might doubt it, and what evidence would settle the doubt. It does not offer flattering paraphrases of your life story.

That restraint is the point. Admissions and hiring decisions rest on whether your materials survive sceptical reading. A ghostwritten polish can hide the very inconsistencies a panel will later discover in interview. An audit keeps authorship with you and puts pressure where it belongs: on evidence, order, and honesty of scope.

If you need drafting help beyond the memo, we will say so plainly and point you toward writers who work under different ethics. Our lane stays the audit of applications — reading what you already wrote as if we sat on the receiving committee.