The design problem
Make AI useful without asking teams to trust a black box.
The challenge was not displaying more information. It was helping a team understand what deserves attention, why it matters and what they could do next.
- Product principle
- Lead with the takeaway while preserving the evidence behind it.
- Control
- AI proposes; product teams decide what deserves action.


Designing for trust
01
Compress, don’t conceal
Lead with the takeaway while preserving the evidence behind it.
02
Make hierarchy do the explaining
Separate urgent signals, recurring themes and ambient context.
03
Keep people in control
AI proposes; product teams decide what deserves action.
