Don't ask an LLM for a confidence score

Source: Justinflick.com· pamplemeese· July 28, 2026
Don't ask an LLM for a confidence score
SynaBot summary

Large language models cannot reliably provide accurate confidence scores for their outputs. Attempting to extract such scores is often misleading and can lead to incorrect assumptions about the AI's certainty.

Key takeaways

  • LLMs do not possess true self-awareness or certainty.
  • Confidence scores from LLMs are often fabricated.
  • Always independently verify AI-generated information.
  • Do not rely on LLM confidence metrics for decision-making.

Why it matters

Users relying on AI assistants for critical tasks should not trust any generated confidence scores. This means verifying AI-generated information independently, especially when accuracy is paramount for business decisions or client-facing work.

This story was reported by Justinflick.com. Read the full original article:
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