🛡️Trust & Ethics

Designing AI That Admits Uncertainty

'I don't know' as credibility. Building appropriate humility into AI systems.

Quick Answer

For search, voice, and "just tell me what to do".

AI that can say 'I'm not sure about that—let me get you to someone who can help definitively' is more trustworthy than AI that always provides an answer. Admitting uncertainty is a design choice that requires explicit implementation and rewards.

Key Takeaways:

  • Uncertainty admission must be designed in
  • Confidence calibration improves trust
  • Clear escalation paths enable honesty
  • Humility signals competence
  • False confidence destroys credibility

Playbook

1

Build confidence scoring into AI responses

2

Create response templates for uncertainty

3

Design smooth escalation for uncertain situations

4

Train AI to recognize its knowledge limits

5

Reward appropriate uncertainty over false confidence

Common Pitfalls

  • AI that always has an answer
  • No confidence awareness in AI
  • Penalizing uncertainty escalation
  • Uncertainty that leaves customer stranded

Metrics to Track

Uncertainty expression rate

Accuracy of confident vs. uncertain responses

Customer satisfaction with uncertainty handling

Escalation appropriateness

FAQ

How confident should AI be before answering?

Set thresholds based on stakes. Low-stakes queries can tolerate lower confidence; high-stakes issues (billing, security) need high confidence or human involvement. Calibrate through testing.

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Salarsu - Consciousness, AI, & Wisdom | Randy Salars