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Writing Governance

AI Limitations & Human Review

AI is useful for many writing tasks and unreliable for others. This page lists the categories where human review is non-negotiable.

Last updated 2026-05-15

Factual Claims

AI cannot reliably verify facts. Statistics, citations, quotes, dates, names, and historical claims must be confirmed against authoritative sources by a human before publication.

Legal, Medical, Financial, and Regulatory Writing

AI output in these domains is general information, not professional advice. A qualified professional must review any text intended to convey or rely on regulated guidance.

High-Stakes Communication

Crisis communication, public statements, regulatory disclosures, contractual language, and personnel communication must be reviewed by an accountable human before release.

Sensitive Subject Matter

Writing involving real individuals, protected characteristics, mental health, safety risks, or contested public events requires human judgment about tone, framing, and inclusion.

Original Research and Citation

AI is not a substitute for research. Sources cited in AI output must be independently verified to exist and to say what they are claimed to say.