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Research companion · Early Access / In Preparation

Workforce Architecture Discovery Toolkit

A practical starting point for teams exploring how AI changes work, roles and the decisions people retain.

Proposed pilot price: USD $9, one-time

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Who it is for

HR, L&D, workforce planning and AI transformation professionals.

What it can help you do

  • Make changes to work visible before jumping to role or headcount decisions.
  • Identify where human judgment, skills and accountability need attention.
  • Frame a shared discussion and select questions for further investigation.

Planned toolkit contents

Nine-domain checklist, Learning Debt review, Human accountability map, 90-day action worksheet. These pilot deliverables are in development and may change.

Free sample preview

Map one workflow

Choose a workflow your team is considering for AI support. Discuss and record:

  1. What work happens today, and who is responsible for it?
  2. Which tasks might AI support, and where does a person need to review or decide?
  3. What skills, safeguards or information would people need to make the change responsibly?
  4. What is one question to investigate before proceeding, and who will own it?

Use this prompt freely with your team. It is an illustrative preview, not a diagnostic or a substitute for the full report.