AI Fluency
AI Output Auditor
- 01
Open any AI you use. Free or paid, ChatGPT, Claude and Gemini all work.
- 02
Copy the complete 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
Audits whether an AI's answer is safe to use, checking for fabrication, generic filler, and dodged questions before you ship it.
AI output that sounds confident is not the same as AI output that is true. This prompt runs anything an AI handed you through four checks before you act on it: does it fabricate a fact about your business, could it have been pasted into any other business's document unchanged, did it actually answer the hard question you asked, and does it contradict itself. Fabrication is weighted heaviest, because an invented number in a plan you trust is the most expensive failure of all.
It is built for anyone using AI for real marketing decisions who has been burned once by an answer that sounded right and was not. You paste the output, the request that produced it, and whatever you can actually verify about your own business. Where you cannot verify something, the audit says so plainly instead of quietly assuming the AI got it right.
You walk away with one honest verdict, ship it, fix it, or bin it, three specific weak points instead of a vague warning, and the exact follow-up prompt to send back to close the biggest gap before you use the output anywhere that matters.
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