Dive Data helps startup CEOs turn AI into a competitive advantage. We provide executive AI advisory, practical implementation guidance, and strategic roadmaps that help growing companies adopt AI with confidence and achieve measurable business results.
ABOUT
I’m an AI and data science leader with nearly a decade of experience designing and deploying machine learning and Gen AI systems at scale. My work focuses on translating advanced AI into real-world business impact—leading teams, building production systems, and advising organizations on how to adopt AI strategically and responsibly.
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I hold a Master’s in Applied Statistics and began my academic journey with a foundation in applied mathematics and philosophy, a combination that has shaped my approach to technical leadership: rigorous analytical thinking paired with clear communication and thoughtful decision-making. I am also pursuing a Master of Science in Philosophy, Science, and Religion at the University of Edinburgh, where I’m exploring the philosophical and ethical questions surrounding artificial intelligence, knowledge, and emerging technologies.
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Over the past decade, I’ve led AI initiatives inside multi-billion-dollar organizations, built and deployed production machine learning systems, and helped teams move from experimentation to measurable business value.
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Alongside my industry work, teaching and mentoring are central to my identity. I’ve taught data science at the university level, including live instruction through Cornell University, mentored emerging professionals through analytics bootcamps, and advised startups and growing businesses on practical AI adoption. I enjoy helping others bridge the gap between theory and application—whether through executive AI advisory, technical coaching, or organizational strategy.
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I currently live in Fort Collins, Colorado, with my wife and two children. When I’m not working with AI systems, you’ll usually find me coaching, training, or learning something new—all extensions of the same core drive: continuous improvement and sharing knowledge.
Strategic AI Leadership
Trevor focuses on building sustainable AI capability inside organizations. He has experience designing team structures, guiding hiring and growth, and aligning technical roadmaps with executive priorities. His leadership approach emphasizes clarity, mentorship, and long-term system thinking — developing practitioners while ensuring AI initiatives deliver measurable business impact.
He is particularly focused on translating emerging AI technologies into practical organizational strategy, helping teams move from experimentation to reliable production systems while maintaining technical rigor and responsible deployment.
Skills & Education
Trevor holds a B.S. in Applied Mathematics, a Master in Applied Statistics (Data Science), and is pursuing an M.S. in Philosophy, Science, and Religion at the University of Edinburgh. With nearly a decade of experience leading AI initiatives, he helps organizations translate emerging AI technologies into practical business value.
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As a Principal AI leader and university instructor, Trevor combines deep technical expertise with executive communication, strategic thinking, and a passion for teaching the next generation of AI practitioners.
SPECIALIZED EXPERIENCE
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Prinipal AI and Data Science Leader at Monogram Health; ~10 years leading AI and analytics across healthcare, cybersecurity, and enterprise environments
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Built and scaled data science organizations from first hire to multi-person teams, establishing hiring strategy, cross-functional alignment, and production AI roadmaps
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Led org-level delivery of machine learning and generative AI systems from data architecture through deployment and executive decision-making
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University instructor (6+ years) at Cornell University, New York University, University of Wisconsin–Madison, and University at Buffalo, reinforcing a leadership style grounded in mentorship and technical clarity
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Consulting and startup experience advising organizations on data infrastructure, modeling, and NLP; former Thinkful mentor focused on accelerating practitioner growth
WHY AI ADVISORY?
Artificial intelligence is transforming every industry, but knowing where and how to apply it is often the hardest part.
Most organizations don't need another AI tool—they need a clear strategy. The companies creating lasting value with AI are identifying the right opportunities, prioritizing high-impact initiatives, and implementing solutions that solve real business problems.
That's where we help.
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Dive Data partners with startup founders and business leaders to cut through the hype and build practical AI strategies that drive measurable results. Whether you're exploring generative AI, AI agents, workflow automation, or machine learning, we provide the executive guidance needed to make informed decisions and execute with confidence.
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AI isn't about replacing people—it's about empowering teams, accelerating growth, and building a stronger, more competitive business.
AI OPPORTUNITY ASSESSMENT
EVERY BUSINESS HAS OPPORTUNITIES TO LEVERAGE AI—BUT NOT EVERY OPPORTUNITY IS WORTH PURSUING. WE HELP LEADERS IDENTIFY THE HIGHEST-IMPACT USE CASES, EVALUATE FEASIBILITY, AND PRIORITIZE AI INITIATIVES THAT ALIGN WITH BUSINESS GOALS AND DELIVER MEASURABLE VALUE.
AI STATEGY AND ROADMAP
SUCCESSFUL AI ADOPTION REQUIRES MORE THAN SELECTING THE LATEST TOOLS. WE WORK WITH ORGANIZATIONS TO BUILD PRACTICAL AI ROADMAPS, IDENTIFY QUICK WINS, AND DEVELOP IMPLEMENTATION STRATEGIES THAT REDUCE RISK WHILE CREATING A LASTING COMPETITIVE ADVANTAGE.
AI IMPLEMENTATION AND EXECUTIVE ADVISORY
FROM GENERATIVE AI AND AI AGENTS TO WORKFLOW AUTOMATION AND PREDICTIVE ANALYTICS, WE PROVIDE EXECUTIVE GUIDANCE THROUGHOUT THE AI ADOPTION JOURNEY. OUR GOAL IS TO HELP ORGANIZATIONS IMPLEMENT AI WITH CONFIDENCE, MEASURE RESULTS, AND BUILD CAPABILITIES THAT SCALE AS THEIR BUSINESS GROWS.
Turning modern AI into operational advantage.
Dive Data helps organizations apply modern AI in ways that actually change how they operate. The focus isn’t hype or experimentation — it’s identifying where intelligent systems create leverage, streamline decisions, and unlock measurable impact.
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You’re guided through clear, practical strategy: what to build, what to ignore, and how to integrate AI into existing workflows without disruption. Every solution is designed to scale, remain understandable to your team, and deliver lasting value rather than short-lived technical wins.
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The result is AI that strengthens your organization from the inside — smarter systems, stronger teams, and better decisions at every level.
Business Relationship
Every engagement begins with a complimentary 30-minute strategy session. We'll discuss your business goals, identify where AI can create the greatest impact, and determine whether we're the right fit to work together.
See how Dive Data turns AI into measurable business advantage.
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