01
Interface
Where users understand what they can ask and what is happening.
AI UX
Good AI also needs a good user experience.
Model quality alone does not create adoption. We design how people interact with the system, what information they see, how they correct results and when they need to intervene.
Design the experienceEXPERIENCE
Interaction is part of the system
02
Visible context
Enough information to understand which data or sources are involved.
03
Feedback
Ways to correct, confirm or improve results.
04
Errors
Clear states when an action fails or needs another route.
05
Human escalation
Human intervention when process or risk requires it.
06
Execution states
Visibility into in-progress, completed or blocked tasks.
07
Trust & control
Confirmations and limits before sensitive actions.
08
Adoption
Flows that fit the team’s real work.
OVERSIGHT
UX is also an oversight layer.
A good interface makes visible what is happening, what the user needs to provide, what action will run, when something fails, how to correct it and when to escalate. Those signals are operational control, not decoration.
QUESTIONS
Frequently asked questions
Because adoption and control depend on people understanding what the system can do, what is happening, how to correct it and when to intervene.
Yes. Where the process requires it, we design confirmation, review or escalation steps before selected actions are executed.