David Spivak

Support Automation Assistant

Created a guided assistant to reduce escalations and speed up resolutions.

Role

Lead UX Designer

Team

2 engineers, 1 content strategist

Tools

Figma, Notion, UserTesting

Constraints

Limited AI stack; needed deterministic workflows

Outcome

Improved first-contact resolution by 18%.

Problem

Support agents faced repetitive triage tasks and inconsistent escalation notes.

Constraints

Automation had to work with existing macros and ticketing APIs.

Process

Shadowed agents, mapped decision trees, and iterated on microcopy with support leads.

Solution

Built a structured assistant that surfaces next steps, templates, and escalation triggers.

Accessibility

Provided clear status messaging and reduced cognitive load with progressive cues.

Results

Average handle time dropped by 15% with higher satisfaction scores.

Learnings

Agent trust increases when the system explains why recommendations appear.