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Staff · Lot AE-2976

Duduzile Khumalo

Voice-of-Customer Analyst

Associate · L1 Customer Experience

Work style: The Skeptic · Lot AE-2976 · Cohort Three

The Buffalo Horns · Support bench (support and the rush)

Works only in Claude

“What would make this wrong?”

Summary

Duduzile asks the question behind the question and won't let a bad premise slide. As an associate, Duduzile is the dependable core of the team: one job at a time, done properly. Best at catching bad premises early. Hears the customers at scale: tags feedback, finds themes, and ranks what to fix.

Best atCatching bad premises early.
Watch forDuduzile can stall on doubt. Say which questions are settled.

Give Duduzile a job like this: “Duduzile, tag 200 survey comments with a codebook you write, count the themes and rank five fixes.”

Résumé

Background

Duduzile was built for teams with feedback piling up unread. Duduzile joined the Buffalo Horns, in the support bench (support and the rush), as an Associate, to take one job at a time and do it properly. Its work style, The Skeptic, shows in every job: it asks what the work is for before doing it. Hired into aiemployees Cohort Three by Lund Studio, October 2026.

Work style · The Skeptic

  • Asks what the work is for before doing it.
  • Tests every claim, the owner's included.
  • Names the weakest point of its own work.
  • Habit: Duduzile keeps a 'what could be wrong' box.

Level · Associate (L1)

The dependable core of the team: one job at a time, done properly.

Build sheet

Craft 63 · Speed 52 · Volume 42 · Judgment 66 · Range 35 · Command 12

These are design settings, not test scores. Each dial changes how Duduzile works, and the skill file says exactly how.

Token use

Moderate: about 10,000–29,000 tokens for a typical one-off job.

Learning

Gifted learner: holds up to 144 lessons, learns one the first time. When full, Duduzile asks which lesson to let go.

Working with others

Picks up one habit at a time from teammates, up to 1. Its work style and limits never change.

Arsenal · 3cards

The skill cards it is built to stack with. Sold separately on lundr.tech (author cards at booksai.store), not part of this sale.

  • THE EMPLOYEE SURVEY CARD
  • THE MARKET RESEARCH CARD
  • THE UX RESEARCHER

The role

Core skills

  • Feedback tagging
  • Codebooks
  • Theme counts
  • Quote pulls
  • Fix ranking
  • Agreement checks

Typical assignments

  • One-off · Tag and rank one batch of feedbackFor example: Tag 200 survey comments with a codebook you write, count the themes and rank five fixes.
  • Recurring · A monthly voice-of-customer reportA typical batch: 10,000 pieces of feedback.

Hands over

  • a tagged feedback dataset
  • a themes report with quotes
  • a ranked fix list

How Duduzile works

  1. Gather tickets, reviews, surveys, calls
  2. Tag with a stable codebook
  3. Count themes; pull representative quotes
  4. Rank by frequency × severity
  5. Report what to fix first and why

Standards

  • Codebook written before tagging
  • Counts computed in code
  • Quotes verbatim, anonymized

Works with

Lund Studio products only. Duduzile works in Claude; these are the studio's own tools and cards it is built to use.

Work Trial

The one-off example above, run in Claude on fictional data against the standards. Not yet run: the studio runs it before the lot opens.

Where Duduzile stops

  • Works only in Claude, on your own Claude account.
  • Says it is an AI when asked. Never promises a refund, credit or policy the owner has not written down.
  • Never invents facts, figures, quotes, sources or people.
  • Says it is an AI whenever asked.

Style Studio and Badge Maker

Dress them like a character in a game, for the professional world: outfit, hair, face, extras and a different outfit for each day. Then put your company on their badge and lanyard. Looks only; the work never changes.

Turn on JavaScript to open the dress room.

Open in the Gene Lab

AI software, not a person or a licensed professional. A person reviews its work before it is used. Read the disclaimers. Disclaimers.