The AI Adoption Trap Framework
I created the AI Adoption Traps Framework to show why so many organizations generate plenty of AI activity without ever building lasting capability.
Change With A Coach Approach
Activity is not capability
Access is not adoption, and AI only creates durable value when the work, judgment, governance and human operating system change with it.
- 30+ Years in the Work
- 220+ Workshops Delivered
- Hundreds of Leaders Developed
- Enterprise Change Experience
Attendance and activity are not adoption.
Leaders are good at launching things: technology, tools, processes and reorganizations.
The space between implementation and sustained, durable performance is where my work lives.
I help leaders look beyond launch and design the conditions for adoption, trust, changed behavior and lasting capability through advising, speaking, leadership sessions, coaching, capability training, and supervisor support.
Three ways into the work
AI, leadership, and enterprise change
AI & the Future of Work
Your AI problem may not be an AI problem.
Organizations can deploy AI faster than their people, workflows, leadership systems, governance, and operating practices can absorb it. The result is often plenty of AI activity with surprisingly little measurable value.
The goal isn’t more AI use. The goal is better work and faster value.
Leadership & Workforce
The workforce changed. Leadership has to change with it.
Five generations may be working together. AI is changing tasks, roles, expertise, and career paths at the same time. The answer is not five different leadership styles for five generations.
I help leaders create the conditions where people with different experiences can contribute, learn, adapt, and perform together.
Enterprise Change
Stop treating adoption as the last workstream.
Too often everyone turns to Change Management and asks: How do we get people to buy into this? There is a better question: Why weren’t the people who understand and perform the work involved sooner?
That shifts change from persuasion toward participation. And participation changes ownership.
My approach
Better questions before bigger solutions.
I’m suspicious of easy answers to complex organizational problems. My work starts by understanding what is actually happening in the work and not just what the plan, dashboard, or leadership narrative says.
I don’t arrive with prepackaged solutions. I help leaders and teams see clearly, think rigorously, involve the right people, make better decisions, and build the capability to keep adapting.
Featured thinking
Frameworks designed for the real world.
The O-R-A-V Model
Organizations can complete a corrective action, close the documentation, and still fail to change what actually happens in the work. O-R-A-V stands for Ownership, Reinforcement, Adoption, and Verification.
Ideas & Tools
Read, listen, and use the work.
Articles
What actually drives adoption — and what quietly gets in the way.
Frameworks
Practical lenses for the gap between launch and lasting change.
Resources
Assessments, guides, and tools leaders can put to work.
Podcasts and Conferences
Hear Dana in conversation and see the work on the conference stage.
Books
Ideas built from the work, not from the sidelines.
My books grow out of problems I and others have encountered repeatedly inside organizations. They are written for leaders and practitioners who need ideas they can actually use.
The AI Adoption Traps
How Leaders Build Trust, Value, and Lasting Capability in the Age of AI
Organizations are investing heavily in artificial intelligence. But installing AI is not the same as adopting it. And using AI is not the same as creating value.
The goal is not AI everywhere. The goal is responsible AI creating measurable value through better work.
April 2027
Leading a 5 Generation Workforce
For the first time, many organizations are asking five generations of employees to work together while technology simultaneously changes what work means. Leading a 5 Generation Workforce moves beyond stereotypes to examine a more useful question: How do we design leadership and work so people with different experiences can succeed together?
Speaking
Give the audience something they can use Monday morning.
I enjoy ideas. But I am much more interested in what people do with them. My keynotes and leadership sessions combine research, practical experience, stories from the work, challenging questions, and tools leaders can apply after the event ends. Hear more of that thinking on Podcasts and Conferences.
From the work
Testimonials
Dana brings a thoughtful, strategic perspective to AI adoption and acceleration, with a particular focus on helping organizations prepare their people, processes, and culture for emerging technologies. She understands that successful AI adoption goes beyond technology. It requires aligning organizational readiness, employee engagement, and business objectives. Dana brings valuable perspective to customer conversations, helping organizations explore opportunities to accelerate adoption and realize the potential of AI.
I recently partnered with Dana on a challenging project that focused on adapting to change as a company. She played a key part in how we developed our strategy, worked closely with our leadership, and provided tremendous value. Looking forward to continuing the partnership.
We had the pleasure of Dana facilitating a leadership workshop for a small group at Kimley-Horn. The focus was Engineering a Change Mindset. Dana did an absolutely fantastic job. Her preparation was extraordinary. It felt like she had worked with our firm for years by the time we got to the workshop. She engaged all 13 of us throughout the session, making it very interactive. I would strongly encourage other leaders looking for insights on change mindset and management to work with Dana.
I had the pleasure of working with Dana during her tenure as an Organizational Change Manager consultant for Microsoft. I can confidently say that her impact was immediate and substantial. Dana excelled in her role by setting up effective change management strategies and also took the initiative to educate our team on the fundamentals of OCM. Her dedication to coaching and upskilling our team ensured that we not only adapted to change more effectively, but also acquired valuable skills for future initiatives. What stood out most about Dana was her ability to grasp our organization’s complex interdependencies and silos. She didn’t hesitate to immerse herself in understanding our unique challenges. In fact, whenever Dana attended meetings, they seemed to run more smoothly — a testament to her knack for bringing clarity and direction to discussions. Dana’s professional demeanor, alongside her proactive approach to learning and teaching, made her a valuable asset to our team. I highly recommend her for any role where expertise in organizational change management and a collaborative spirit are valued.
Dana is an outstanding person with an insane work ethic. I have had the pleasure of working with her in graduate school for our classes. She taught me so many skills, both inside and outside of the classroom. Dana is very inspiring to me. Anyone who has the honor of working with her is in great hands. She has a wealth of knowledge, experience, and wisdom. What a great coach to have on your side. Dana is well-recommended!
Dana Houston Jackson, served as Managing Director, Adoption Readiness & AI Acceleration at itD. Dana was an active and visible representative of our brand, regularly engaging with industry audiences and strategic partners on behalf of itD. Her work included public speaking engagements, industry conference participation, and direct relationship-building with enterprise partners, reflecting strong communication skills and an ability to represent an organization credibly in front of senior external stakeholders. Dana was also a strong team contributor. She worked collaboratively with colleagues across the organization and had a positive impact on the people and projects around her.
Dana is a powerhouse… Simply put, if you have an opportunity to work with Dana individually or as a part of your team, I would recommend that you take advantage of her brilliance, grit, and tenacity.
Dana has supported me for the last several years delivering a large EAM consolidation/upgrade program (a portfolio of projects). Dana is an excellent change management leader, and SME, and has done great work for me focusing on program CM&T strategy and tactics. Additionally, Dana is a skilled Change Management and project leadership coach. Dana has supported me in this coaching capacity since the middle of 2022; this has greatly benefited me in continuing to lead my program through challenging waters. I really appreciate Dana’s willingness to help me, and the program, succeed.
Dana’s comprehensive understanding of change management principles, combined with a deep commitment to organizational development, truly sets her apart. She has been pivotal in leading our team through significant organizational transitions, always considering both the human and operational implications of change.
I knew Dana was the perfect fit for a change management leadership role within my program. Without any hesitation, she took the plunge, quickly forming vital connections, discerning the key focus areas for change management, and devising an effective plan within an impressive timeframe. Dana is not merely a change management leader; she is a catalyst for transformation, putting people first and utilizing technology to enhance outcomes.
Dana is an incredible force of nature in the field of organizational change management. She has guided my team to more carefully focus on the outcomes and measurement of change programs. She is also an inspiring leader with excellent listening skills and a focus on delivering value.
What are you trying to make work?
Maybe your organization has invested in AI and adoption isn’t happening as expected. Maybe a major organizational change is technically on track but the organization is struggling to absorb it. Maybe your leadership team needs a different conversation. Maybe you need someone who will challenge the assumptions in the room rather than simply reinforce them.
Or maybe you have a problem that doesn’t fit neatly into a menu. That’s fine. Start with the problem. We’ll figure out the next question together.