Owl-Listener

How the AI responds to user frustration, confusion, delight, and distress.

Build a Says, Thinks, Does, Feels map for one user or segment.

Design error prevention, detection, and recovery across a product — message content, placement, and escape routes.

How the AI communicates mistakes, uncertainty, and limitations gracefully.

When and how AI should escalate to humans, refuse, or ask for clarification.

Map the full ecosystem of touchpoints, channels, and relationships across a service.

User correction, thumbs up/down, inline editing, and reinforcement signals.

Design confirmations, status updates, and notifications that tell users an action registered.

Apply Fitts's Law — target acquisition time depends on size and distance.

Design a form end to end — field order, grouping, validation, and completion.

Reading user emotional state from text signals — caps, punctuation density, repetition, latency — and adapting before the user disengages.

Designing interfaces where AI generates UI components dynamically.