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AI Workbench · Level 10 of 15

Privacy first

Level 10 of 15 in the AI Workbench: a free AI exercise at Advanced level, which takes about 25 minutes. Find the personal data in a ticket export and remove it, while keeping everything the analysis needs.

Start this level

Free · no download · about 25 minutes. Your work is saved on this device. Updated 18 Oct 2026.

3D view of the Privacy first level in the AI Workbench
Privacy first

The brief

Client
Larkfield Telecom (fictional, hosted by OFORO)
Site
OFORO data desk
Work order
OFR-WO-110
Data set
Support tickets
Task code
AIW-10
Difficulty
Advanced
Type of work
Responsible AI

Find the personal data in a ticket export and remove it, while keeping everything the analysis needs.

Skills you practise

  • Personal data
  • Redaction
  • Data minimisation
  • Pattern rules

What the test checks

The acceptance test marks the skills this level practises.

  • Personal data
  • Redaction
  • Data minimisation
  • Pattern rules

In this lab

  • Train models in your browser
  • Vision inspection, prompts, RAG and safe agents
  • Check the AI's work before you trust it

Levels in the AI Workbench

Previous: Fairness checkNext: Check the AI's work: finance

  1. Data health check
  2. Train and evaluate without leakage
  3. Choose the metric and the threshold
  4. Overfitting: tune the tree
  5. Vision inspection on the conveyor
  6. Prompt to spec
  7. Answers with sources
  8. A safe agent
  9. Fairness check
  10. Privacy first
  11. Check the AI's work: finance
  12. Check the AI's work: HR
  13. Check the AI's work: marketing
  14. Check the AI's work: healthcare
  15. Check the AI's work: project management

Part of the AI Workbench

Prepare data, train a model and check the AI's work against a brief.

About the AI Workbench

Feeds these internships: AI and Machine Learning, Data Science and Analytics, Generative AI and Prompt Engineering, AI Agents and Automation, Computer Vision, AI for Finance and Accounting, AI for HR and Recruitment, AI for Digital Marketing and Content, AI in Healthcare and Pharma, AI for Project Management.