INGRAIN AI: Adoption to Acceleration -
Your Path to Building a Human-Centered, AI-Enabled Workforce
You Read INGRAIN AI Book 1. You Built the Strategy. Now Scale the Execution.
People who read INGRAIN AI: Strategy Through Execution say it is "incredible," "brilliant," and "powerful." The AI Strategy Canvas gives you clarity about what AI can do for your business. Scalable Prompt Engineering provides the systematic approach to making AI useful and replicable. The governance framework shows you how to protect your company while encouraging innovation.
The frameworks work.
But here's what happens next: business leaders read that first book in the series, feel excited about the possibilities, and jump straight into building agentic AI applications. They skip the foundational work. They launch ambitious initiatives without asking the critical question: does my team actually know enough to pull this off successfully?
Research shows 82% of business leaders use AI weekly. Yet only 15% of organizations have the structural capability to transform with AI. According to MIT, 95% of AI pilots fail to deliver measurable business impact.
The problem isn't the tool selection. The problem is that most organizations aren't training their teams systematically. They're not measuring where people actually sit on the mastery spectrum. They're not scaling expertise collectively. They're not asking: do we have Stage 6 or 7 capability across the organization, or are we at Stages 2-4 and fooling ourselves?
This follow-on book to the original INGRAIN AI shows you how to build that capability so ambitious AI initiatives fall into the 5% success rate, versus the 95% failure rate.
Offer Expires May 31, 2026
INGRAIN AI: Adoption to Acceleration shows you exactly how to prevent this failure by raising your entire workforce to the stage of AI mastery where employees magnify and multiply their own expertise.
The Execution Discipline You're Missing (And Why It Matters)
The first book was seminal. It gave leaders the strategic frameworks they needed. After working with and getting feedback from hundreds of businesses implementing those frameworks, it became apparent that AI leaders had the tools they needed. They were simply missing executional discipline: systematic training, collective expertise building, and honest measurement of where their people actually sit on the mastery spectrum.
True transformation requires three dimensions to mature together:
1. Human Capability – Where does your workforce actually sit on the AI Mastery spectrum from Stage 1 to Stage 10? Most organizations skip the systematic training required to move people from Stages 1-3 to Stages 6-7. They assume having the frameworks means people will use them to get the most out of the tools they're using. They won't, and they don't. Without intentional training that measures progress, your team remains scattered across low mastery levels while trying to execute high-complexity strategies.
2. Platform Architecture – Your strategy may be brilliant, but does your infrastructure support it? Most people at Stage 1 mastery only need access to the chat interface of an authorized LLM. But if you want them to be highly productive, you need an AI platform architecture that scales as they progress through the stages of AI mastery. Most organizations deploy Level 1 infrastructure and wonder why their teams can't build the sophisticated workflows enabled by the AI Strategy Canvas. Your AI platform must match the ambition of your strategy.
3. Governance Maturity – AI governance isn't just about establishing guidelines and restrictions. It has to start with training oversight and establishing a baseline of performance prior to granting access. That means actually monitoring and scaling expertise collectively, rather than letting adoption be some sort of self-selected participation with no coordination. As AI fluency increases and AI platform architecture gets more complicated, your AI governance has to increase and mature.
When these three dimensions don't develop together intentionally, the INGRAIN AI methodology (and any other process for AI adoption) you've carefully put in place will hit execution walls.
This book shows you how to build that capability systematically.
In this companion to the original INGRAIN AI, you'll learn:
Offer Expires May 31, 2026
The 10 Stages of AI Mastery™
AI adoption isn't binary. You're not either "using AI" or "not using AI." There's a clear progression from basic exploration to building autonomous systems.
Most organizations have people scattered across Stages 1-3. They're exploring, experimenting, and learning basic prompting. That's not enough to prevent the 95% failure rate.
The 5% who succeed have raised their collective expertise to Stages 5, 6, and 7, where employees become tool-builders who create reusable systems that scale across teams.
Stages 6 and 7 are where ROI peaks and failure rates plummet. This is where most of your workforce should operate. Not everyone needs to reach Stage 10. Most don't even need to hit Stage 8. And not everyone needs to reach Stages 6 or 7 to participate meaningfully in AI initiatives, but the more of your team that does, the more insurmountable the lead you build over your competitors.
Trial-and-error learning takes the average employee 18-24 months to reach these stages. Systematic training can get them there in 90 days. Moving now builds a competitive moat that separates and protects your lead.
Who Needs This Book
You need this book if:
- You read the first book and implemented its frameworks, but your initiatives are stalling
- You've launched AI pilots that fail to deliver promised outcomes
- You're confused about why everyone in your org has access to AI tools, but it hasn't translated to business transformation
- You're frustrated that your people have ideas for AI automations, but your IT team shuts down those conversations
- You've got an AI Council, but you don't know how to maintain a governance structure that synchronizes with your growing risk profile
- You'd like to build semi-autonomous agents, but you don't know what foundation you need to build first
- You want to understand why 95% of AI pilots fail and how to make sure yours aren't in that group
This book is the execution manual for leaders who understand that strategy alone doesn't guarantee success. You need diagnostic clarity about where you are, honest assessment about what you're missing, and a proven pathway to build capability systematically.
Offer Expires May 31, 2026
When You Raise Collective Expertise to
AI Mastery Stages 6-7...
Stop the 95% Failure Rate Before It Starts
You'll discover why organizations fail at AI adoption and how collective expertise prevents it. Through the 10 Stages of AI Mastery framework, you'll learn to assess where your workforce currently sits, identify capability gaps by department, and create clear pathways for advancement. You'll understand why scattered Stage 1-4 capability guarantees failure while coordinated Stage 6-7 capability creates the foundation for every initiative to succeed.
Transform Employees from Validators to Tool-Builders
You'll learn why "Human in the Loop" destroys morale and how "Human at the Helm" builds competitive advantage. Through practical frameworks for problem decomposition and knowledge base creation, you'll teach your workforce to build Custom GPTs, Claude Projects, and Gemini Gems that capture and scale their expertise. Every employee will learn to build at least one Quick Win that saves 3+ hours weekly and delivers 5-10x ROI within 90 days
Align Skills, Platform, and Governance for Scalable Success
The Three-Axis AI Maturity Model shows you exactly how to evolve human capability, platform architecture, and governance maturity together. You'll learn why skills without platform support creates frustration, why platforms without governance creates risk, and how misalignment causes the 95% failure rate. The enhanced 10-phase Transformation Roadmap provides your step-by-step blueprint for synchronized evolution across all three axes.
Offer Expires May 31, 2026
Meet the Author
John Munsell is the author of INGRAIN AI: Strategy Through Execution, the foundational book that has guided thousands of organizations, from startups to Fortune 50 companies, in building AI-first cultures that drive innovation and growth.
INGRAIN AI: Adoption to Acceleration is the execution sequel—the book for leaders who've implemented Book 1's frameworks and now need to understand why their initiatives are stalling, where the gaps actually are, and how to systematically build the capability required to succeed.
John developed Scalable Prompt Engineering™, the AI Strategy Canvas®, the Three-Axis AI Maturity Model, and the 10 Stages of AI Mastery frameworks. His work is based on 10,000+ hours of real-world AI implementation across hundreds of organizations, from startups to Fortune 50 companies.
As the founder of Bizzuka and creator of the AI SkillsBuilder series, John has helped countless professionals bridge the gap between AI potential and practical execution. His research on adoption rates and structural readiness has exposed the measurement crisis in enterprise AI and provided the diagnostic framework organizations need to assess themselves honestly.
This book represents the culmination of his commitment to helping organizations move beyond the adoption mirage and build genuine transformation capability.
John's book and teachings have been embraced by forward-thinking institutions, including Louisiana State University, Kimball International, Tulane University, and the Nuclear Energy Institute.
John has helped countless professionals and organizations bridge the gap between AI potential and practical implementation. His expertise lies in translating complex AI concepts into actionable strategies that deliver measurable results.
John is also a sought-after AI speaker and thought leader in the AI space. He regularly conducts workshops and seminars, helping business leaders navigate AI. His insights have been featured in various industry publications and conferences.
With INGRAIN, John distills his vast experience and unique methodologies into a comprehensive guide for organizations looking to build an AI-first culture. His latest book is the culmination of his mission to democratize AI knowledge and empower businesses to thrive in the AI era.
Meet the Author

John Munsell is the author of INGRAIN AI: Strategy Through Execution, the foundational book that has guided thousands of organizations, from startups to Fortune 50 companies, in building AI-first cultures that drive innovation and growth.
INGRAIN AI: Adoption to Acceleration is the execution sequel—the book for leaders who've implemented Book 1's frameworks and now need to understand why their initiatives are stalling, where the gaps actually are, and how to systematically build the capability required to succeed.
John developed Scalable Prompt Engineering™, the AI Strategy Canvas®, the Three-Axis AI Maturity Model, and the 10 Stages of AI Mastery frameworks. His work is based on 10,000+ hours of real-world AI implementation across hundreds of organizations, from startups to Fortune 50 companies.
As the founder of Bizzuka and creator of the AI SkillsBuilder series, John has helped countless professionals bridge the gap between AI potential and practical execution. His research on adoption rates and structural readiness has exposed the measurement crisis in enterprise AI and provided the diagnostic framework organizations need to assess themselves honestly.
This book represents the culmination of his commitment to helping organizations move beyond the adoption mirage and build genuine transformation capability.
John's book and teachings have been embraced by forward-thinking institutions, including Louisiana State University, Kimball International, Tulane University, and the Nuclear Energy Institute.
John has helped countless professionals and organizations bridge the gap between AI potential and practical implementation. His expertise lies in translating complex AI concepts into actionable strategies that deliver measurable results.
John is also a sought-after AI speaker and thought leader in the AI space. He regularly conducts workshops and seminars, helping business leaders navigate AI. His insights have been featured in various industry publications and conferences.
With INGRAIN, John distills his vast experience and unique methodologies into a comprehensive guide for organizations looking to build an AI-first culture. His latest book is the culmination of his mission to democratize AI knowledge and empower businesses to thrive in the AI era.
