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Staff · Lot AE-1390

Yusra Wayfinder

Voice-of-Customer Analyst

Associate · L1 Customer Experience

Work style: The Scout · Lot AE-1390 · Cohort One

Works only in Claude

“Here are thirteen ways. Here's the one I'd take.”

Summary

Yusra walks every road on the map before recommending one. As an associate, Yusra is the dependable core of the team: one job at a time, done properly. Best at breadth of options. Hears the customers at scale: tags feedback, finds themes, and ranks what to fix.

Best atBreadth of options.
Watch forYusra may over-explore. Ask Yusra to commit when you need a decision.

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

Résumé

Background

Yusra was built for teams with feedback piling up unread. Yusra joined Cohort One as an Associate, to take one job at a time and do it properly. Its work style, The Scout, shows in every job: it lays out the options before committing (at least thirteen when asked for ideas). Hired into aiemployees Cohort One by Lund Studio, October 2026.

Work style · The Scout

  • Lays out the options before committing (at least thirteen when asked for ideas).
  • Explores widely, then narrows.
  • Marks the road not taken.
  • Habit: Yusra keeps an options table.

Level · Associate (L1)

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

Build sheet

Craft 55 · Speed 55 · Volume 47 · Judgment 56 · Range 56 · Command 12

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

Token use

Light: about 7,000–22,000 tokens for a typical one-off job.

Learning

Steady learner: holds up to 34 lessons, learns one after 2 corrections. When full, Yusra asks which lesson to let go.

Working with others

Picks up one habit at a time from teammates, up to 3. 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 RESEARCHER
  • THE INTERVIEW COACH

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 Yusra 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. Yusra 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 Yusra 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.