Product Strategy & Commercialization
Aligning complex backend technical capabilities directly with go-to-market execution, driving platform unit economics, and accelerating Time-to-Value (TTV).
Product · Data · AI Executive
University of Cambridge · Master's Graduate
Senior Product, Data, and AI Executive specializing in building high-scale B2B SaaS, DaaS, and non-deterministic execution engines for federated enterprise environments.
I am a grounded innovator and execution-oriented executive with over 20 years of experience leading cross-functional teams across FinTech, GRC, AdTech, and SalesTech domains. My focus is where advanced data plumbing meets revenue—specifically overhauling multi-agent platforms to protect operating margins, commercializing Generative AI pipelines, and transitioning traditional models into consumption-based or transactional pricing frameworks. Whether managing multi-billion-record environments at a public data corporation or building zero-to-one infrastructure, I design deterministic guardrails for complex, non-deterministic systems.
In data-dense ecosystems, product management cannot exist in a vacuum. True value realization requires the seamless integration of three operational disciplines:
Aligning complex backend technical capabilities directly with go-to-market execution, driving platform unit economics, and accelerating Time-to-Value (TTV).
Architecting scalable data pipelines, optimizing ingestion layer performance, and implementing Model Context Protocol (MCP) data permissions to support risk and compliance workflows.
Building continuous verification frameworks, trace auditing systems, and latency logging arrays to guarantee data precision and platform trust at machine speed.
To remain at the absolute vanguards of architectural innovation, I actively fund, build, and advise a selective portfolio of early-stage deep-tech initiatives. These projects serve as sandboxes where I test advanced data schemas, agentic tool-use capabilities, and telematics systems before deploying them at enterprise scale.
RuntimeAI · Continuous Agent Behavior Evaluation
Continuous multi-turn check-rides for production AI agents—real scenario stress-testing for autonomous pipelines before they reach users.
Built for engineering teams whose custom eval repository has outgrown the product itself. Vantage RuntimeAI runs multi-model evaluation sweeps against deterministic heuristic rubrics—not LLM judging LLM—and surfaces auditable performance bands and human-readable scorecards for stakeholders who need operational compliance, not another observability dashboard.
OBD Diagnostics · Used-Car Fraud Protection
Unmask used car fraud before you buy—outcome-first vehicle protection, not a generic code reader.
MotoMetrics connects any standard ELM327 adapter via Web Bluetooth to deliver live ECU scans, readiness-monitor fraud detection, and negotiation-ready repair exposure in ~30 seconds on the lot. Every signal ties back to fraud, safety, or money at stake—for buyers spotting wiped fault codes, owners tracking health trends, and sellers documenting condition with transparency scores.
Measurable outcomes across enterprise AI, data platform, and commercial transformation mandates — grounded in a Cambridge Master's research focus on strategic decision support systems.
University of Cambridge
Master's Degree · International Relations
Strategic Decision Support Systems
Research focus · Analytics & executive decision-making
Graduate
Cambridge
2015 – 2018
Xverum
VP, AI, Data & Analytics · Product Management
18–24%
Lift in decision accuracy
Global Data Insights / Broadridge
VP, Data & Analytics · Financial Services & Healthcare
8 wks → min
Client adoption time
TransUnion
Head of Data · Open Banking & Data Strategy
Billions
Consumer records at national scale
Points.com
Director, Product Management · Platforms
$300M+
Network volume · 55–80% cost reduction
Panvista Analytics
VP, Data & Analytics · Product
300%
Revenue growth · B2B SaaS pivot
KPMG US
Senior Manager · IT Services & Product Delivery
~15
Direct reports · enterprise programs
Resolver (Kroll Business)
Senior Product & Program Manager · GRC
30+
Developers & QA · full product lifecycle
Nexight
Co-Founder · VP Product & Data Analytics
0→1
Founder-built AML & due diligence platform
I look for complex, operationally heavy executive leadership challenges where there is a mandate to modernize, scale data platform monetization, or safely deploy production-level AI infrastructure.
Available for Senior Leadership Mandates in Toronto, New York, Miami, and distributed global footprints.