AI Disclosure

Drafting, research assistance, and audio narration for Margin of Error use AI tools. Every figure published here has been checked by a person against a primary source. Story selection and final judgment are human. Corrections are posted at the top of the affected piece and are never quietly edited in.

Where the machine stops

Machine: source gathering and document retrieval, first drafts, structural editing, chart production, audio narration, social copy, transcription, and search across our own archive.

Human, without exception: every number verified against a primary document a person opened themselves; story selection; anything attributed to a named person; the scale comparison at the heart of each piece; the final read.

Verification agents assist; the author’s own check is the verification of record.

A publication named Margin of Error is selling honesty about measurement. That is the whole asset, and it is the one thing that cannot be delegated.