THE NEXT SKILL ACADEMY PLAYBOOK
AI That Works
A Practice Playbook for AI Implementation
AI adoption is everywhere. AI value is not.
Organisations are investing in AI tools, pilots and training. But the real question is not whether people are using AI. It is whether the work has improved.
76-page PDF · Individual licence · Instant download
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THE IMPLEMENTATION GAP
AI adoption is not the problem. Implementation is.
Most organisations are not short of AI tools. They are short of clear outcomes, redesigned workflows, safe governance, role-based capability and honest measurement.
Licences, pilots and course completions show motion. They do not prove the work is better.
WHAT THE PLAYBOOK HELPS YOU DO
Move from AI activity to measurable, better work
Anchor AI in outcomes
Results that matter, named before tools
Redesign real workflows
Not bolt AI onto old processes
Keep judgement accountable
Humans own the decisions AI touches
Make governance usable
Proportionate rules people follow
Build capability by role
Four-level fluency model, not one course for all
Measure outcomes, not activity
Beyond licences, logins, completions
INSIDE THE PLAYBOOK
A complete implementation system in 76 pages
The evidence for why AI under-delivers
Eight cross-industry practices from high performers
A four-level AI fluency model
References to legislation
Eleven implementation practices in five clusters
A capability map by role
A practical 90-day adoption arc
Outcome-focused measurement + eight traps
Seven sections · Version 1.0, July 2026 ·
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Visual representation of the playbook content
THE EVIDENCE BASE
Built on verified research, not opinion
Every claim is cross-checked against primary sources, and every regulatory date verified against official publications, in a July 2026 chapter-by-chapter review. Evidence base includes Stanford AI Index 2026, McKinsey's State of AI, MIT NANDA, Deloitte's enterprise AI survey and the EU AI Act.
Written by Kristof Kolodzinski
Founder of The Next Skill Academy. Global learning strategy, enterprise AI capability programmes and leadership development inside multinational organisations. Creator of the Impact Learning Cycle, the Skill Lab method and the 3 I's Framework.
WHO IT IS FOR
Built for the people responsible for making AI work
Executives & functional leaders
L&D and capability teams
HR & organisational development
Consultants & facilitators
AI adoption & transformation teams
And who it is not for
If you want a prompt library, a tool comparison or a technical build guide, this is not that. The playbook works on the human and organisational system around AI. If your challenge is choosing a model or writing better prompts, other resources will serve you better.
Change professionals
Not another prompt guide. A system for the organisation around AI.
WHY IT IS DIFFERENT
It is not a generic AI-awareness guide, a software-rollout checklist or a catalogue of tools. It is a practical method for outcomes, workflows, capability, governance, accountability and measurement - designed to be used as a connected system rather than read once.
QUESTIONS
What buyers ask before they decide
Why pay when there is free AI content everywhere?
Free content gives pieces. The playbook gives the assembled, verified system. You pay for assembly and verification.
Is this technical?
No. Written for leaders, L&D, HR, transformation. No coding, no tooling.
What exactly do I get, and when?
76-page PDF, instant delivery, individual licence.
COMING NEXT
The Implementation Pack is being updated
A separate companion pack of editable materials, templates, diagnostics and workshop resources is being updated with the latest research. It is not included with the playbook and is not yet on sale.
Playbook readers will hear first.
GET STARTED
Move AI from activity to better work
One playbook, one system: outcomes, workflows, capability, governance, accountability and measurement. Less than the cost of an hour of consulting and many buyers expense it.
76-page PDF · Instant download · Individual licence · Secure Wix checkout
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