HUMAN REVIEW SELF-CHECK — RUN THIS PROMPT ON AI OUTPUT BEFORE YOU USE IT
Zero → Frontier — free, ungated, no attribution required

HOW TO USE THIS: After an AI tool drafts something for you, paste
that draft BACK into the same or a different AI tool with this
prompt. You're using the AI to help audit its own (or another
model's) output before you trust it — this does not replace your own
judgment, it structures it.

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I want you to review this AI-generated output critically, as if you
were checking someone else's work, not defending it:

OUTPUT TO REVIEW: [paste the AI-generated draft/output]
WHAT IT WAS SUPPOSED TO ACCOMPLISH: [state the original goal]
WHERE IT WILL BE USED: [e.g. "sent to a client," "published
publicly," "internal only"]

Check it against these seven points and flag anything that fails,
rather than assuming it passes:

1. FACTUAL CLAIMS — does it contain any number, date, name, or
   statistic I should independently verify rather than assume is
   correct?

2. ATTRIBUTION — does it attribute anything to a specific person,
   company, or study? If so, flag it as needing verification.

3. TONE AND VOICE — does this sound generic/AI-written rather than
   like an actual person wrote it? Point out specific phrases that
   feel like AI filler or hedging.

4. IRREVERSIBLE ACTIONS — does using this output as-is trigger
   anything that can't be undone (a send, a payment, a public post,
   a legal or medical claim)? If so, say explicitly that a human
   must confirm before that action happens.

5. PRIVACY — does this reveal or reference anything that looks like
   confidential, proprietary, or personal information that shouldn't
   be here?

6. BIAS OR FAIRNESS — is there any stereotype, unfounded assumption,
   or exclusionary language, even subtle?

7. FINAL VERDICT — would you be comfortable if a human put their
   name on this exactly as written? If not, say specifically what
   needs to change before it should go out.

Be direct about problems — don't soften a real issue into a vague
suggestion.

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Free to copy, adapt, and reuse. Part of the Zero → Frontier project.