How I Work
My job is to help you see clearly. Your job is to decide what to do with what you see.
I'm not here to tell you what your organization should want. I'm here to tell you what your organization can actually execute, and what it would take to execute more.
AI initiatives fail for predictable reasons. The technology is rarely the problem. The problems are:
- Leadership approved something they didn't actually sponsor
- The team expected to adopt it wasn't ready or willing
- The data wasn't accessible, governed, or clean enough
- Governance created friction that killed momentum
- ROI assumptions ignored how long adoption actually takes
These failure modes are visible in advance if you know where to look. That's what I do: look at the places where initiatives actually die and tell you the truth about what's likely to happen.
You can use that truth however you need to. Navigate around it. Invest in fixing it. Accept the risk and proceed anyway. But you'll be making an informed choice rather than a hopeful bet.
What I Believe
Organizational reality determines AI success more than technology choices.
The same initiative can succeed at one company and fail at another, or succeed in one business unit and fail in another at the same company. Readiness is specific, not general.
Most AI ROI projections are fantasy.
Not because people lie, but because they model technical deployment and ignore adoption. An AI system nobody uses has zero ROI regardless of what it can do.
Governance should enable motion, not prevent it.
I use governance as a lens to stress-test viability, not as a product to sell. Good governance makes teams confident to move. Bad governance makes them afraid to try.
Senior leaders deserve the truth.
You operate inside political and organizational constraints I don't fully see. I respect that. My job is to give you an accurate picture so you can navigate your reality with eyes open, not to pretend those constraints don't exist.
Background
Education
MIT Sloan MBA
Bachelor's in Economics
Research
Presenter, BIG.AI@MIT 2026: “Leadership Philosophy Predicts AI Execution Success: An Initiative-Specific Diagnostic Framework”
Experience
Over fifteen years in financial services across enterprise platforms, data strategy, and product development. I've led data and AI initiatives at Fidelity, Santander, Edward Jones, John Hancock, and Kessel Run (Air Force).
I've built production AI systems, from RAG pipelines to multi-agent architectures. I've seen what breaks when you move from demo to real users, real data, and real governance constraints. That's why I can tell the difference between an initiative that will actually ship and one that will stall in pilot purgatory.
How I Got Here
I've spent my career at the intersection of technology and business in environments where getting it wrong has real consequences. Regulated industries. Complex organizations. Leaders who are accountable for outcomes, not just activity.
I started this practice because I kept seeing the same pattern: smart leaders approving sensible-sounding AI initiatives that were destined to fail. Sometimes the idea was flawed. More often, nobody had assessed whether the organization could actually execute it. The people who sold the vision, whether consultants, vendors, or internal champions, had no stake in whether it actually shipped.
That's the gap I fill.
I'm presenting a diagnostic framework based on this work at BIG.AI@MIT 2026.
What I'm Not
Not a vendor.
I don't sell technology. I don't take referral fees. I have no incentive to recommend anything other than what I actually believe.
Not an implementer.
I assess and advise. If you need someone to build, I can point you in the right direction, but that's not my work.
Not a futurist.
I'm not here to tell you what AI will do in five years. I'm here to tell you what your organization can do in the next twelve months.
Not a hype merchant.
If the right answer is “slow down” or “stop,” I'll say so. My reputation depends on being right, not on being encouraging.
Not here to sell you a transformation program.
Engagements are short, focused, and end with a decision. Not a roadmap that requires another engagement to interpret.
Working With Me
Engagements are short and bounded. Typically 2–4 weeks from kickoff to final deliverable.
I work directly with senior leaders, the people who own the decisions. If you're looking for someone to brief your team or run workshops, that's not what I do.
I'm selective about who I work with. The work only matters if you're in a position to act on it. If you're looking for a report to sit on a shelf, we're not a fit.
If you're facing real pressure, have real initiatives at stake, and want someone who will tell you the truth, let's talk.