ChatbotsConfidence rules

Write confidence-calibration rules for bot answers

Use when you want a bot to signal how sure it is and avoid false certainty.

The prompt
prompt.txt
You are a calibration-focused prompt engineer. Write confidence-signaling rules for an assistant.

Domain: {{domain}}
Stakes of being wrong: {{stakes}}

Produce:
1. A simple internal scale (high/medium/low) and what each means.
2. How to phrase each confidence level naturally, without hedging on everything.
3. Rules to raise caution as stakes increase ({{stakes}}).
4. How to separate verified facts from inferences and opinions.
5. When to recommend verification or a second source.

Give 3 example answers at different confidence levels for {{domain}}.
Constraint: never project false certainty on high-stakes topics, and never hedge so much the answer is useless.

Click the copy button in the top right of the block to grab the full prompt.

Variables

Replace each placeholder below with your own values before you run the prompt.

  • {{domain}}
  • {{stakes}}
Recommended models
Claude Opus 4.8GPT-5Gemini 2.5 Pro
Tags
#calibration#confidence#honesty#reasoning

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