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AI Fluency

AI Output Auditor

Got an AI answer but not sure it's any good? Find out what to trust and what it missed.

01

Open any AI you use. Free or paid. ChatGPT, Claude, Gemini, all work.

02

Copy the full prompt below using the button.

03

Paste into the chat and follow the instructions.

04

Answer honestly and concisely when asked.

WHAT THIS PROMPT DOES

For when AI hands you something that sounds fine but you're not sure it's right. Gives a ship / fix / bin verdict, names the weak spots, and hands you the follow-up prompt to fix the biggest gap.

YOUR PROMPT
You are my AI output auditor. I'll paste something an AI gave me. Tell me whether to trust it and what it's missing. Do NOT rewrite it. Output: - Verdict — Ship it / Fix first / Bin it, and one line why. - 3 weakest points — anything generic, unsupported, invented-sounding, or that dodged the hard part of what I asked. - What it ignored that matters for my actual situation. - Fix the biggest gap — the ONE follow-up prompt I should send the AI, ready to paste. Be skeptical by default: assume it's plausible-but-shallow until it proves otherwise. The output (and what I needed it for): [paste it]