Transformation Noteintegrationuxadoption
AI at the point of use
Patterns that make embedded AI usable, trusted, and adopted in day-to-day clinical practice.
Pattern
AI succeeds when it shows up exactly where the user already works—without changing their mental model of who is accountable.
What helps
- Keep the UI small, contextual, and interruptible
- Make uncertainty visible (and give a fallback)
- Provide evidence cues (e.g., citations or supporting signals)
- Design escalation: “when in doubt, do this”
What hurts
- Asking users to leave the core system
- Outputs without controls or traceability
- Over-automation before trust is established