ZSE /
The eight issues
ZSE-01 · Envision
01
The Jagged Edge
The BCG/HBS frontier study. Mapping your workforce tasks. The four zones introduced. Why AI adoption without a strategy fails.
Read →
ZSE-02 · Deploy
02
First Moves
Why 2/3 of AI projects never reach production. The Copilot readiness checklist. Wave deployment. Your first 30 days.
Read →
ZSE-03 · Adopt
03
The Human Layer
Why top-down mandate fails. Viva Engage as adoption infrastructure. The change curve. Champions programme design.
Read →
ZSE-04 · Iterate
04
Feedback Loops
Build-measure-learn for AI adoption. What to measure. The retrospective cadence. Mapping your real jagged frontier.
Read →
ZSE-05 · Scale
05
From Pilot to Enterprise
Why pilots stall. Centre of Excellence structure. ROI frameworks. Governance at scale. Business unit playbooks.
Read →
ZSE-06 · Integrate
06
The Complex End
Beyond the chat interface. Copilot Studio. Power Platform. Agent chains. The integration maturity model.
Read →
ZSE-07 · Nudge
07
The Learning Signal
Nudge theory in the workflow. Viva Insights. ESCO personal learning plans. Microlearning as reinforcement.
Read →
ZSE-08 · Play
08
The Self-Renewing Organisation
Psychological safety. AI hackathons. Rewarding experiments. The 10-point manifesto for the self-renewing AI organisation.
Read →
FRAMEWORK /
The Four Zones
Every task in every role sits in one of four zones. This framework runs through all eight issues.
Zone 1
Employee Only
Ethics, accountability, complex judgment, physical presence, emotional labour, creative authorship, legal duty of care. AI may inform but the human decides and owns.
Zone 2
Copilot Assisted
Research, first-draft writing, data analysis, summarisation, meeting notes. AI accelerates output — a human reviews and approves before anything is used or sent.
Zone 3
Cowork
Complex, multi-step tasks where AI is an active partner. Building strategies, analysing large datasets, designing learning, code review. Output quality depends on the quality of human direction.
Zone 4
Automated
Rules-based, high-volume, structured-data tasks. Invoice processing, leave requests, report distribution, compliance checking, scheduling. Agents handle end-to-end with exception handling.