WorkerStory OS

Multi-Category AI Profiles

Every worker category gets a tailored AI assessment. Not one-size-fits-all scoring — domestic workers are graded on family integration, skilled workers on certification verification, and professionals on qualification depth.

30 live workers profiled

Four Categories, Four AI Playbooks

Click a category to see live worker AI grades. Each category has its own assessment focus, scoring weights, and grade criteria.

Domestic

Housemaids, cleaners, helpers & housekeepers

C62%

avg score

9 workersTop: Mayet — C (68%)

AI Assessment Focus

  • Reliability & retention prediction
  • Cleaning skill assessment
  • Family integration fit
  • Hygiene & health compliance

Skilled

Cooks, nannies, caregivers, drivers & nurses

C60%

avg score

17 workersTop: VON — C (65%)

AI Assessment Focus

  • Specialized skill verification
  • Experience relevance scoring
  • Language & communication
  • Safety & certification check

Unskilled

Laborers, washers, sweepers & general workers

—0

avg score

0 workers

AI Assessment Focus

  • Physical capability assessment
  • Work ethic indicators
  • Attendance prediction
  • Basic safety compliance

Professional

Teachers, accountants, admins & white-collar

C60%

avg score

4 workersTop: NESTOR — C (65%)

AI Assessment Focus

  • Qualification verification
  • Professional communication
  • Technical competency
  • Leadership potential

7-Dimension AI Scoring

Every worker — regardless of category — is scored across 7 standardized dimensions. Category weights shift the emphasis.

D1Reliability

Show-up rate, attendance history, contract completion

D2Skill Match

Position-relevant skills verified against requirements

D3Communication

English/Arabic proficiency, speech clarity, politeness

D4Safety

Background signals, compliance history, risk indicators

D5Retention

Likelihood to complete the contract without absconding

D6Experience

Years of relevant Gulf/regional experience

D7Document Health

Passport validity, OCR confidence, document completeness

Browse Workers

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A–F Grade Scale

A

Exceptional

90-100%

A-

Top Candidate

85-89%

B+

Strong Hire

80-84%

B

Reliable

70-79%

C

Adequate

60-69%

20 workers

F

Needs Support

<60%

10 workers

One Profile. Seven Dimensions. Four Categories.

Stop treating all workers the same. Multi-Category AI Profiles give every worker type the assessment it deserves.