Patterns for showing sources, limits and confidence — tested, documented and free to use.
Honest Machines is our attempt to turn good intentions about AI into components designers can ship.
Three core patterns
- Confidence statements in plain language.
- Source drawers that show where an answer came from.
- Graceful refusal states that suggest a next step.
The full library is part of our research archive.