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CONTENT DESIGN

ONTOLOGY

RESEARCH

AI-ASSISTED WORKFLOWS

CASE STUDY ·THINKIFIC · CUSTOM ROLES & PERMISSIONS

From prototype to production in five days

A new custom roles and permissions system tested well with customers, but its labels wouldn't scale. I built the language underneath it, tested it with 18 admins and shipped it in under a week.

+0.8

points on ease of use, where 0.5 is a meaningful shift

18

admins tested, five role-creation tasks each

35+

label changes shipped directly into the prototype

THE BRIEF

Admins needed to create their own roles, like Finance Reviewer or Course Support Staff. But permissions were named inconsistently, with vague words like "interact," so the system couldn't grow without confusing the people setting it up.

MY ROLE

Built the verb taxonomy and naming rules, wrote both prototype variants, ran the content A/B test and synthesis, and applied the changes in code.

Five days, start to finish

DAYS 1-2 · PROTOTYPE

Two versions of the same flow

In Figma Make, I built Variant A with the existing labels and Variant B with customer-centric language, consistent patterns and action-oriented helper text, across two flows.

Screenshot 2026-10-13 at 12.02.00 PM.png

DAY 3 · A/B TEST

18 admins, five tasks each

Each participant created roles in both variants. I used Claude to synthesize 18 transcripts, clips and open responses, so the findings were ready the same day.

Screenshot 2026-10-13 at 12.02.16 PM.png

DAY 4-5 · WRITE THE RULES

View and Manage, plus six rules

Every permission now starts with View or Manage, and six pattern rules decide how each one is named, ordered and described. I stress-tested the rules with Claude, then used Claude Code to apply 35+ label changes, category reorders and new helper text straight into the prototype.

Screenshot 2026-10-13 at 12.03.26 PM.png

AFTER LAUNCH · KEEP ITERATING

Launch, learn, iterate

The taxonomy shipped to every customer, not just a test group. New permissions slot into the same structure, and I kept refining it after launch.

WHAT CHANGED

Admins were faster, and more sure they'd got it right.

  • Ease of use up 0.8 points, a 16–24% improvement over the existing labels

  • Higher confidence scores: admins were more certain they'd set permissions correctly

  • One shared language across design, engineering and product: no more "update" vs "edit" vs "modify"

Want the full story?

I'm happy to walk you through the deck: the research, the tradeoffs and what I'd do differently.

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