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AI UX Design and Trust

UX for AI Uncertainty and Confidence Interview Questions

How to show users that the AI might be wrong without making the product annoying: confidence display, encouraging verification, and what changes when the model is unsure. Relevant to AI PMs and product designers.

  • 22 questions with model answers
  • 1 foundational · 8 intermediate · 13 advanced

Foundational UX for AI Uncertainty and Confidence Questions

  1. What visual patterns signal that content was AI-generated?Concept

Intermediate UX for AI Uncertainty and Confidence Questions

  1. When should you show a confidence score to a user, and when should you hide it?Concept
  2. Describe three ways to communicate uncertainty without displaying a number.Concept
  3. What is the risk of showing a percentage confidence that users cannot interpret?Concept
  4. Critique a design that presents an AI answer with the same authority as a database lookup.Artifact critique
  5. Describe the tradeoff between showing sources and cluttering the interface.Concept
  6. How should the interface change when the model's confidence is very low?Case
  7. Design the empty state for an AI feature that cannot answer.Case
  8. What is the accessibility consideration for confidence indicators?Concept

Advanced UX for AI Uncertainty and Confidence Questions

  1. Design the UI for a feature that is 70 percent confident in its answer.Case
  2. Explain how hedging language in generated text affects user trust.Concept
  3. How would you design an interface that encourages verification without being annoying?Case
  4. How do you display uncertainty in a data extraction feature with 20 extracted fields?Case
  5. Explain when a binary confident-or-not display beats a graded one.Concept
  6. What is the design response to a model that is well-calibrated versus poorly calibrated?Concept
  7. How do you show uncertainty in a voice interface with no screen?Case
  8. Explain the risk of uncertainty displays that users learn to ignore.Concept
  9. What research would you run to test whether your uncertainty display works?Case
  10. Describe how uncertainty display differs for expert versus novice users.Concept
  11. How would you handle uncertainty in an agent that has already acted?Case
  12. Design a confidence display for a medical information feature.Case
  13. Show me how you would redesign a confident-sounding AI answer to be honest instead.Interview

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