About
Why I built
JR Key Advisory.
The work, the background, and the conviction behind the practice.
Strategy, facilitation, product judgment, and technical fluency.
JR Key Advisory exists for leadership teams with an AI mandate but without the alignment, ownership, and evidence needed to turn that mandate into measurable progress.
I’ve spent more than two decades working where technology, business decisions, and human experience intersect. While the technologies changed throughout my career, the underlying challenge remained remarkably consistent: organizations create the most value when they align business goals, technical possibilities, and the people expected to make those changes successful.
My career began in web and software development before moving into User Experience, where I spent 13 years helping cross-functional teams make better product decisions through research, facilitation, and evidence. Along the way, I also built and delivered training programs, facilitated executive and stakeholder workshops, and worked across government, intelligence, telecommunications, insurance, pharmacy, healthcare technology, finance, and enterprise software.
I’ve worked with organizations including Booz Allen Hamilton, McKesson, Fisher Investments, Allstate, AT&T, BAE Systems, and others. Different industries. Different technologies. Many of the same organizational patterns.
Today, I bring that combination of technical fluency, strategic facilitation, product judgment, and human-centered thinking to one of today’s most significant business challenges: helping leadership teams turn AI ambition into measurable business progress.
The gap between mandate and progress.
As AI has become a strategic priority, I’ve watched familiar organizational patterns emerge with new urgency. Mandates without strategy. Strategy without alignment. Alignment without ownership. Pilots that succeed technically but fail to create meaningful business value. Organizations treating AI as primarily a technology initiative when it is equally a leadership, workflow, and organizational challenge.
Those patterns aren’t unique to AI. They’re the same challenges I’ve encountered throughout my career helping organizations navigate change at the intersection of technology, products, and the people who use them. AI has simply made them more visible—and more consequential.
At McKesson, I led the research and design behind a pharmacy intelligence product that contributed to approximately $97 million in first-year savings across 85 customer organizations. More recently, I presented to more than 140 members of Exiger’s staff on the uniquely human advantage in the age of AI—why judgment, collaboration, and shared understanding become more valuable, not less, as AI becomes embedded in everyday work.
The throughline was never the technology. It was the people doing the work, the customers they served, and the context in which both had to succeed.
That’s why I founded JR Key Advisory.
Technology moves faster than strategic clarity, organizational alignment, and shared ownership. Agents amplify whatever direction they’re given. When that direction is fragmented, AI scales fragmentation. When leadership establishes a clear, owned strategic mandate, AI can scale meaningful business progress.
JR Key Advisory exists because closing the gap between AI mandate and AI progress requires strategic and organizational work, not just technical implementation.
Why this background matters for AI value realization.
AI value realization sits between strategy, systems, work, and human adoption. No single discipline covers that span.
My background combines UX research, software development fluency, enterprise facilitation, and cross-industry advisory experience. That matters because the common failure point in AI is less often whether a tool can be deployed than whether leaders have agreed on the problem, the workflow implications, the decision rights, the adoption conditions, and the measures of progress before scaling begins.
Four advantages that matter
for this kind of engagement.
A UX research background.
Thirteen years of running discovery sessions with stakeholders who can't always tell you directly what they need. That background taught me how to surface what executives actually want from AI but haven't yet articulated.
Software development fluency.
A development background lets me speak fluently with technical teams without being captured by them. I know what's actually possible, what's genuinely hard, and what's vendor positioning.
A facilitation craft.
Built across three certifications and ten years of practice. The discipline of running a room without making it about me and getting to committed decisions in the time available.
A vendor-neutral perspective.
I don't sell AI platforms or implementation capacity, and I hold no platform partnerships. Recommendations rest on your strategy, your organizational conditions, and the available evidence, and any commercial or affiliate relationship tied to a recommendation is disclosed to you.
A personal note.
AI is changing what organizations can do. But it's also exposing how organizations make decisions.
As AI accelerates execution, the bottleneck shifts. The harder questions become: What matters most? Who owns the decision? Which workflows should change? How will success be measured? And how do you help people adapt as the technology continues to evolve?
That’s where my background fits.
I understand technology well enough to keep conversations grounded in practical business decisions rather than technology for its own sake. I understand UX and product development well enough to keep the focus on the people doing the work and the outcomes the business is trying to achieve. And I understand facilitation well enough to help leadership teams build shared understanding, make explicit decisions, and move forward with confidence.
JR Key Advisory is designed for established mid-market organizations seeking independent strategic guidance before making larger AI investments. My role isn’t to replace implementation teams or enterprise consulting firms. It’s to help leadership establish the strategic direction that allows implementation teams and trusted partners to make better downstream decisions.
Technology will continue to evolve. The organizations that benefit most will be the ones that consistently make better strategic decisions about where AI creates value and how people adapt alongside it.
If that’s the kind of partnership you’re looking for, I’d welcome the opportunity to talk.
Current professional development: an AI transformation consulting certification and a year-long advisory mentorship, both in progress.
A note on scope: JR Key Advisory evaluates strategic, organizational, workflow, workforce and high-level integration conditions. It does not provide legal opinions, regulatory certification, cybersecurity assurance, detailed architecture validation or guaranteed financial outcomes.
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