HUMANIFY AI / FIELD NOTE
Detection tools estimate patterns; they do not prove authorship. Formulaic structure, short samples, and highly polished professional language can all create misleading results.
Keep drafts, outlines, sources, and revision history. When a score is questioned, process evidence and transparent communication are more useful than rewriting a real voice to satisfy a number.
A score is a signal, not a verdict
Detection tools estimate patterns; they do not prove authorship. Formulaic structure and short samples can create misleading results.
Keep drafts, sources, and revision history. Process evidence is more useful than rewriting a real voice to satisfy a number.