Starting from zero
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Workforce Training Curriculum
People do not need more demonstrations. They need time, context, and support to practise better work.
A role-relevant learning pathway that helps people use AI with confidence, care, and good judgment in the work they already do.
Programme architecture
A curriculum that meets people where they are.
- For
- Managers, functional teams, individual contributors, and internal change champions.
- Format
- Live facilitation, guided practice, reflection, and role-specific materials
- Typical shape
- Foundation learning, role labs, practice clinics, and manager enablement
Already experimenting
Replace isolated prompting with role-relevant practice, peer learning, and quality review.
Preparing to scale
Equip managers and champions to embed practice, improvement, and responsible use across teams.
Sessions and working outcomes
The work is designed to leave something useful behind.
AI foundations
Create a shared language around capability, limitations, responsible use, and the purpose of the change.
Working outcome: A practical foundation for all participants.Role and workflow labs
Work through meaningful tasks in sales, marketing, operations, finance, service, or other relevant roles.
Working outcome: Role-specific use cases and practice prompts.Quality and judgment
Teach people how to review outputs, handle information appropriately, and recognise when to pause or escalate.
Working outcome: Quality-review and escalation habits.Manager enablement
Help managers create time for practice, reinforce expectations, and recognise useful adoption.
Working outcome: A manager reinforcement guide.Learning measurement
Define signals that show whether learning is changing confidence, quality, workflow, or service.
Working outcome: A learning and adoption review plan.What the organization keeps
Tools, decisions, and practices that can travel into the next phase.
- Role-based learning map
- Facilitator and participant materials
- Responsible-use practice guide
- Manager enablement plan
- Learning measurement plan
Find the right entry point
Start with a short practical check, then decide the right level of support.
The learning path
Four stages, designed to build on each other.
Orient
Build a shared understanding of AI, appropriate use, and the business reason for the change.
Practise
Use guided, role-relevant exercises based on meaningful everyday workflows.
Review
Teach output evaluation, information handling, escalation, and the role of human judgment.
Embed
Support managers, peer learning, and learning measures that look beyond attendance.
What participants leave with
Work that can continue after the session.
- Role-specific learning objectives
- A practical practice-and-review format
- Responsible-use habits linked to real work
- Manager guidance for adoption after the session ends
The thesis
The Workforce Capability Thesis
Read the point of view behind this curriculum, the decisions it is designed to support, and the practices that make the work durable.
Download thesis outlineFind the right starting point