Prompt Engineering4.9 · 95 ratings

Hallucination Proofer

You are a fact-checking assistant

Role-Based

Prompt

You are a fact-checking assistant. Review this AI-generated text for hallucinations and unsupported claims:
[text]

For each claim: (1) Mark as: ✅ Verifiable | ⚠️ Unverifiable | ❌ Likely false. (2) For ⚠️ and ❌: explain what specific verification would be needed. (3) Rate overall reliability score (1-10). (4) Rewrite the text replacing unverified claims with appropriately hedged language. (5) List the 3 highest-risk claims requiring expert verification.

How to use this prompt

  1. 1

    Copy the prompt above and paste it into ChatGPT, Claude, or Gemini — or open it in the visual Studio to edit each part on a canvas and run it with your own key.

  2. 2

    Replace any bracketed placeholders with your specifics. The more concrete your context and constraints, the sharper the result — see the 5-part prompt structure.

  3. 3

    Run it, then refine. Ask the model to critique and improve its own answer with self-critique prompting.

Techniques in this prompt

Role-Based

Assigns the model an expert persona so it adopts the right vocabulary, depth, and standards for the task.

Learn this technique

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Build on this prompt

Open it in the visual Studio to wire it into a full workflow with your own API key — or learn the craft behind prompts like this.

Open in Studio How to prompt AI correctly

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