Skip to content

Human-Centered AI Adoption

Anyone can buy AI. Outcomes take more.

Practical training and strategic engagements that turn process improvement, change management, and GenAI into measurable outcomes. Built for individuals and small-to-mid-market leaders.

Three products. One method.

Most firms sell one thing. We built three, and all three run on the same outcome-delivery method.

One method underneath all of it. The people in training and the leaders setting direction work toward outcomes the same way.

Where do you want to start?

For Individuals

Build the skills to deliver outcomes

Earn your belts. Build the capability to frame problems, design solutions, and deliver measurable outcomes — with GenAI as one tool in a broader toolkit alongside process thinking and change management.

  • White, Yellow & Green Belt — live now from $39
  • Black & Master Black Belt launching 2026
  • Self-paced or cohort options
Start with your GenAI White Belt — $39 →

Or take the assessment to find your level

For Small and Mid-Market Leaders

Deliver a significant, measurable outcome

Time-boxed sprints that move a stated outcome forward and leave your team able to sustain it. We coach and facilitate; your team does the work. AI is one tool of several, used in whatever combination actually serves the outcome.

  • AI Adoption Scaffold
  • Org-level Implementation Navigator
  • Change management methodology
Explore Engagements →

Or book a consultation

Engagements often include Belts for your team.

The founder

Why I built AdoptionLab.AI

Matt Humer, Founder of AdoptionLab.AI

Across more than a decade of helping organizations implement change, I kept seeing the same thing. Smart, committed people were handed new tools and new ways of working, then left to figure out the rest on their own. The training was generic. The support faded after launch. The outcomes the work was supposed to deliver quietly slipped away.

GenAI is making this worse, not better. The pace of new tools, prompts, and warnings is faster than anyone can reasonably track. Leaders at small and mid-market companies feel the pressure to act but don't have the staff, budget, or time to sort through the noise. Individual professionals want to build the skills to ship outcomes with these tools but can't tell which advice is signal and which is hype.

I started AdoptionLab.AI to give both groups a clear path forward.

The work I do hasn't changed — frame the problem, align the people, deliver the outcome, make it stick. The toolkit has. GenAI is a powerful new tool, but it's a tool, not the outcome. AdoptionLab.AI brings the fundamentals of change and continuous improvement to the AI moment.

My background is built for this work. Six years at Duke Energy assessing at-risk programs, aligning stakeholders, and getting stalled initiatives back on track, including a document management rollout to more than 10,000 employees. Before that, two and a half years coaching ten behavioral health nonprofits across New Hampshire on quality improvement under an Affordable Care Act grant. Earlier, federal management consulting at Accenture.

The pattern across all of it: I join complex efforts midstream, figure out what's actually going on, and translate it into a practical plan people can act on. That's the same work AdoptionLab.AI does now, focused on outcome delivery in the AI moment.

Microsoft Certified AI Transformation Leader · Prosci Certified Change Practitioner · PMP · Certified Scrum Product Owner · Lean Six Sigma Black Belt · MBA, University of New Hampshire

FAQ

Common questions

Is this an AI training company?
Not exactly. AdoptionLab.AI is an outcome delivery company that brings change management, continuous-improvement thinking, and GenAI together into one toolkit. AI is part of what we teach and apply, but it isn't the point. The point is the outcome you're trying to deliver.
Do I need a technical background?
No. Everything AdoptionLab.AI offers is built for non-technical professionals and the leaders who support them. If you can use email and a browser, you can start.
I've already been using AI tools. Is there still value here?
Most people tinkering with ChatGPT or Copilot still don't have a system for connecting those tools to actual business outcomes. That's the gap the Belts and the AI Adoption Scaffold close: framing the right problem, designing the change, choosing the right tools (some AI, some not), and making the result stick. If you're already past that, take the assessment or book a consultation.
What's the difference between the GenAI Belts and the consulting work?
The Belts build outcome-delivering skills in individuals — process thinking, change management, and practical GenAI use, integrated. Consulting builds the same capability at the org level. Most teams need both: a leadership-level roadmap so the work has direction, and Belts for the people doing the day-to-day.
How long does this take?
We respect your time and we won't short-change the work. Real outcome-driving capability takes real practice, but the path is structured so every hour earns its place. You can build a solid foundation in about three hours with the GenAI White Belt, then go deeper from there at the pace that fits your goals.
Self-paced, live, or hands-on with you?
All three, depending on what fits. GenAI White and Yellow Belts are fully asynchronous and self-paced. GenAI Green, Black, and Master Black Belts combine asynchronous modules with live facilitation. Consulting is direct work with your leadership and team. Many engagements combine formats.
What if I'm not sure which path fits?
That's a normal starting point. Take the assessment for an individual recommendation, or book a consultation if you're thinking about your team or organization. Both are designed to give you a clear next step, not a sales pitch.

Ready to start?

For Individuals

Build the skills to deliver outcomes

Earn your first GenAI Belt and build the skills to ship outcomes through structured practice.

Start with GenAI White Belt — $39 →

For Small and Mid-Market Leaders

Deliver a significant, measurable outcome

A sprint that ships a defined outcome and leaves your team able to sustain it. Senior coaching, your team doing the work.

Explore Engagements →

Many engagements combine both. Engagements at the org level, GenAI Belts for your team.