Architecting AI Capability Systems That Transform Deployment Into Measurable Productivity
What I Build
AI Capability Systems – Not training programs. Not "lunch and learns." Strategic frameworks that make AI productivity measurable, sustainable, and defensible when the CFO asks uncomfortable questions.
L&D Transformation – Your learning function stops being the department that gets thanked for their enthusiasm and starts being the function that justifies its budget with hard numbers.
Productivity Architecture – The three-gap framework that moves AI adoption from "well, some people use it sometimes" to competitive advantage you can actually defend in a board meeting.
I design the capability infrastructure that closes the gap between AI investment and demonstrated ROI.
Most organizations deploy AI tools and see adoption rates below 30%. Millions invested. Enthusiastic launch events. Inspiring all-hands presentations about "the future of work."
Then... crickets.
Teams don't use it. Leadership questions the spend. And L&D gets asked to "run another workshop" as if the problem is awareness rather than architecture.
I build the capability systems that fix this.
My frameworks close three critical gaps—Awareness, Application, and Accountability—that keep AI adoption stalled and productivity unmeasured.
The result: L&D departments transform from "the team that runs workshops" into strategic advisors who command boardroom attention because they prove productivity impact within 90 days.
My Background
30+ years architecting capability systems for enterprise technology adoption
Masters degree in Technological Futures
Former owner of a learning technologies business
Training Lead for major IT rollouts: SAP, Oracle, Vision Plus
I've designed capability frameworks across healthcare, construction, aged care, hospitality, and non-profit sectors. I know why AI deployment fails. (Hint: It's not because people don't understand the technology. It's because the capability architecture doesn't exist.)
I know what separates expensive tools from actual transformation. And I know how to architect the systems that make your AI investment something other than a very expensive chatbot your team ignores.