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03

Gutenberg Technology

UX Research Eye Tracking RTA Client
Role
UX Researcher
Client
Gutenberg Tech
Methods
Eye Tracking, RTA
Year
2025
The Brief

Gutenberg Technology was beta-testing a new AI feature for content editing and creation. We ran research to surface what was holding adoption back.

The AI features were hidden in plain sight. Users struggled finding them, and when they did, couldn't tell what the AI had actually changed.

Finding 01
The Issue

The "Edit with AI" CTA wasn't visible or intuitive enough — users didn't recognize it as the main entry point.

The Recommendation

Consolidate AI actions into a single, clearly labeled entry point that aligns with user expectations.

Gaze heatmap with guide — Finding 01
Heatmap
Finding 01 — before
Before
Finding 01 — after
After
Finding 02
The Issue

Users couldn't easily distinguish AI-generated changes from the original — toggling back and forth to compare.

The Recommendation

A side-by-side view of original and edited text, with color-coded highlights on AI changes making the difference visible without requiring users to toggle back and forth.

Before
Finding 02 — after
After
Finding 03
The Issue

The "Generate with AI" CTA was hard to find — 6/8 participants mistook other touchpoints (like "Add Questions" or the "+" menu) for AI entry points.

The Recommendation

Move AI generation into the "+" panel and update the edit icon to a pencil to match user expectations.

Touchpoints users confused for the Generate with AI CTA
Issue
Finding 03 — before
Before
Finding 03 — after
After
Eye tracking, retrospective think-aloud, SUS scoring. Each one filling a gap the others couldn't.

The mixed-methods research protocol was designed because no single method would have been enough. Eye-tracking captures where attention goes, not why. Retrospective think-aloud surfaces intent without altering behaviour. The SUS score gave us a quantitative baseline to anchor it all. Together, they made the findings credible.

SUS score results
SUS Score

Every recommendation we made was adopted. All three, into the next sprint.

Recommendations produced
3
Prioritized design recommendations across three friction clusters
Adopted into next sprint
3
All recommendations actioned by Gutenberg's product and engineering team
  • Mixed-methods research protocol combining eye-tracking, retrospective think-aloud, and SUS scoring
  • Gaze path analysis and heatmap documentation across 3 core task flows
  • 3 prioritized design recommendations — all 3 adopted into the next product sprint
  • Executive summary presented to Gutenberg's product and engineering leadership
"This presentation was just mind-blowing." — Aurore, Gutenberg Technology