Building AI products
that earn trust
When financial institutions face their hardest questions about identity and trust, I build the AI-powered products that answer them. From strategy to scale, I turn machine learning research into systems that protect people and move businesses forward.
Where I create
the most impact
AI-Driven Fraud & Risk Prevention
Fraud has evolved. The response has to as well. I architect detection systems that think in real time, adapt to emerging attack vectors, and stay ahead of threats that yesterday's tools were never built to see.
Identity Verification & Digital Trust
Identity is the front door to every financial relationship. I build the systems that make that door secure without making it a wall, balancing rigorous verification with experiences that don't punish honest customers.
FinTech SaaS Platform Scaling
Great products fail without scale. I've taken platforms from early adoption to global enterprise footprint across banking, payments, and e-commerce, building the architecture and go-to-market foundations that sustain long-term growth in highly regulated markets.
AI/ML Product Strategy
The gap between a research breakthrough and a product that ships is where most AI initiatives stall. I close that gap, turning model performance into product reality with frameworks for evaluation, governance, and accountable deployment at scale.
Cross-Functional Product Leadership
The best outcomes happen when every team speaks the same language. I build the connective tissue between ML research, engineering, risk, and commercial teams so that complex decisions get made fast, with clarity and confidence at every level of the organization.
Board Advisory & Consulting
Available for board advisory roles, fractional CPO engagements, and strategic consulting where hard-won expertise in AI, fraud, and identity creates immediate and lasting value.
Let's Connect
Building products at the
frontier of trust
I've spent my career working on problems that matter at the scale of millions of people. Who gets access to financial services. Who gets flagged as a risk. Whether the person on the other side of a digital transaction is who they say they are. These aren't abstract technical questions. They have real consequences, and they demand both precision and judgment.
My work sits at the intersection of AI research, product strategy, and enterprise delivery. I bring order to complexity, velocity to ambiguity, and commercial clarity to technology that is often misunderstood by the people who need to fund and deploy it.
I've led product organizations through threat landscapes that didn't exist five years ago and built teams that are built to anticipate the next ones. That's the work I find most compelling.
My philosophy on AI products
Technical accuracy is table stakes. What separates transformative AI products from expensive experiments is whether decision-makers trust the output enough to act on it. That trust is earned through design, not just performance.
How I lead teams
I invest heavily in shared context. When every function, from data science to sales, understands the trade-offs at play, the organization stops debating and starts deciding. Speed follows clarity.
Core Capabilities
Executive vision.
Delivered at scale.
Twelve-plus years, entirely in financial services. From scrappy startups to global corporations, one consistent through-line: using technology to solve high-stakes problems that the financial world can't afford to get wrong.
Executive Vision
Strategy without altitude is just planning. I operate at the level where product vision connects to business model, where technology investment connects to competitive advantage, and where the roadmap tells a story that resonates in the boardroom as clearly as it does in the sprint review.
Subject Matter Expertise
There's no shortcut to knowing this domain. I've built the systems, read the threat intelligence, sat with the false positive rates, and understood why a half-point improvement in model precision can mean millions of dollars and thousands of customers. That depth is what makes the strategy credible.
Delivery & Execution
Ideas earn nothing until they ship. I've managed the full arc from whiteboard to production, including the hard parts: the stakeholder misalignments, the model regressions, the enterprise security reviews, and the rollouts that couldn't fail. The ability to push through that friction, at pace, is a skill that only comes from having done it repeatedly.
Results-Oriented
Shipping is not the finish line. I build the measurement infrastructure that tells you whether the product is actually working, hold teams accountable to the numbers that matter, and create the feedback loops that compound improvements over time. The goal is never the launch. It's what happens after.
Thought Leadership
I engage publicly on the topics I know best, from conference stages and podcast studios to bylined pieces in industry media. Not to build a personal brand, but because these conversations shape how the industry thinks about risk, and someone who's actually built these systems should be part of them.
Shaping the conversation
on fraud & AI
A recent, representative selection of keynotes, panels, webinars, and published work. These engagements reflect an ongoing commitment to advancing the industry conversation on fraud, identity, and AI. There is much more where this came from.
AI and Machine Learning in Fraud Detection
A practitioner's take on what AI actually looks like inside a fraud detection stack, from adaptive model architectures to the ethical guardrails that enterprise deployments can't ignore.
Real-Time Payments Need Real-Time Armor
Faster rails mean faster fraud. This keynote made the case for why real-time payment security requires a fundamentally different approach, not just faster versions of legacy controls.
Apiture Accelerate 2025
Community banks and credit unions face the same fraud threats as the largest institutions but with a fraction of the resources. This session addressed what smart, proportionate defense looks like in practice.
Alkami Co:lab Panel Session
A candid panel discussion on the specific fraud patterns emerging in digital banking and the product decisions that separate institutions that stay ahead from those that spend their time catching up.
The Rise of Deepfake & Synthetic Identity Fraud
An unflinching look at where synthetic identity and deepfake fraud are heading, grounded in real attack patterns and the detection architectures that actually work against them.
Fighting Fraud in the Age of Accelerated Payments
Speed and security are not opposites. This piece lays out the fraud risk calculus that every financial institution moving to real-time rails needs to work through before the threats arrive.
Combating Fraud in the Era of Faster Payments
A practical framework for financial institutions navigating the security implications of faster payments, with a focus on the AI tooling and intelligence-sharing models that actually move the needle.
The whole person
The qualities that make someone effective in a room of engineers are the same ones that show up on a trail, at the dinner table, and in a packed conference hall. Here's what drives me when no one's watching.
Lifelong Learner
I have a strict no-silent-commute policy. If there's a podcast, audiobook, or lecture that could be playing, it is. My family has accepted this. The dog has opinions about it. The range runs from AI research to ancient history to why behavioral economics explains basically everything.
Family First
The most important product I'll ever ship is my family. Children who keep the scoreboard honest and a household that runs at full speed. No launch milestone compares to getting the after-school pickup right.
Music Across Cultures
My playlists cover more ground than most people's travel itineraries. Film classics sitting next to classic rock, country, Latin, and jazz. Genre is just a starting point.
College Football
Ohio State football is a religion in this household. Fall Saturdays are sacred, the schedule is non-negotiable, and anyone who wants to have a serious conversation about the Big Ten has my full attention.
Let's build something worth trusting
The right engagement depends on where you are and what the problem actually is. Some organizations need strategic clarity. Others need someone who can get into the work. A few need both. I'm comfortable in all of those conversations.
Board Advisory
For boards that want a voice that understands both the technology and the market realities of AI and fraud, not just the slide deck version of them.
Fractional CPO / Consulting
For organizations moving fast on AI and fraud products who need senior product judgment in the room, without the full-time overhead. I work alongside your team, not above it.
Executive Speaking
For events and media looking for a practitioner who has actually built what they're talking about, and can make the complex accessible without dumbing it down.
Let's start a conversation
If you're building something serious in AI, fraud, or identity, or thinking about it, I'd like to hear what you're working on.
Atlanta Metropolitan Area - available globally