Ethical AI - Hyper-Personalization Workshop Guide
A plug-and-play workshop blueprint for product teams who want hyper-personalization (Without the creepy factor).
This 90-minute, action-packed session helps cross-functional teams pause before they deploy that next personalized feature.
Instead of rushing into data collection and algorithm tweaks, you’ll collaboratively surface the sharp questions that protect user trust, flag blind spots, and build products your users actually feel good about using.
Created by Karo Zieminski (PM, writer at Product With Attitude and ethical nerd), this guide is designed to be frictionless and fun, with everything you need to facilitate immediately.
✅ What’s Inside:
- Complete Workshop Agenda
- Facilitator’s Handbook in PDF with scripts, pro tips, and timing
- Sticky-note exercises, and team prompts
- A step-by-step method to build a reusable Ethical Question Bank
- Ideal for PMs, Designers, Engineers, Privacy leads, Legal, CX + anyone shaping personalization
🎯 You’ll walk away with:
- A shared artifact your team can revisit before launches
- Better alignment on what “ethical personalization” actually means
- A faster, more thoughtful way to flag risks before they escalate
- escalate
🧠 Best For:
- Teams shipping AI/ML-powered features
- Products involving user data, behavior tracking, or personalization
- Organizations who want trust to be a KPI, not just a marketing phrase
Any questions, you can always come see me on Substack.
Complete Workshop Agenda || Facilitator’s Handbook in PDF || Scripts, pro tips, and timing || Sticky-note exercises || Team prompts || A step-by-step method to build a reusable Ethical Question Bank