Company — About
From landmine detection to uncovering risk at scale.
Founded in 2009 by quantum physics PhDs Ari Tuchman and John Stockton, Quantifind uses advanced mathematics and machine learning to turn vast, unstructured data into actionable intelligence—empowering leading institutions to uncover hidden threats and protect people, organizations, and wildlife.
Over a decade of impact.
For more than 15 years, we’ve pushed the science of finding meaning in massive, messy, and disconnected information — and put it to work on increasingly consequential problems.
Find what others can’t see.
Founders and physicists Ari Tuchman and John Stockton were working on precision sensing—finding faint, critical signals in environments filled with overwhelming background noise. Their work taught them that what is hardest to see often matters most. Quantifind was founded to scale this exact idea.
Decode complexity.
Moving from scientific literature to defense intelligence, Quantifind built machines capable of connecting seemingly unrelated information. The goal was to reveal patterns humans couldn't see, transforming raw data into actionable intelligence.
Provide it at scale.
We applied our signal-extraction engine to the consumer world, mastering the ability to interpret intent and sentiment at scale within social media and public datasets. The technology scaled. So did our ambition for what it could do.
Fight financial crime. Protect national security. At mission scale.
Graphyte™ brings more than 15 years of AI innovation, entity resolution, Name Science™, and network intelligence to the world's most complex financial crime and government missions.
We help financial institutions and government agencies uncover hidden risks, identify the people and networks behind illicit activity, and turn complex intelligence into decisive action — with the accuracy, speed, and scale their missions demand.
Leadership Team
Meet the people leading the mission.
Tap any card for the full bio.
Dr. Ari K. Tuchman is an atomic physicist and serial entrepreneur with a track record of applying precision measurement techniques to solve complex, real-world problems. He is the co-founder and CEO of Quantifind, which provides AI-driven financial crime intelligence solutions that help organizations detect and mitigate financial crimes. Dr. Tuchman holds a Ph.D. in atomic physics from Yale University and a Bachelor of Arts in physics from Harvard University. With a background in atomic physics, Dr. Tuchman specializes in signal extraction methodologies. Before Quantifind, he established Entanglement Technologies, a quantum sensor company that builds sensitive chemical detection systems for environmental monitoring and explosive detection. At Quantifind, Dr. Tuchman led the development of the Graphyte™ platform. By augmenting analysts’ decision-making processes, Graphyte™ reduces false positives and streamlines compliance workflows across financial institutions and government agencies. It seamlessly combines public data with internal organizational information to pinpoint and prioritize risks with unmatched speed, accuracy, and scale.
John co-founded Quantifind in 2009 and now leads Quantifind’s prototyping efforts to extract signals, and value, from vast amounts of diverse, unstructured data. John’s prior academic work included theoretical and experimental research in precision metrology, quantum entanglement, and atomic physics. In 2012, John was awarded the Peter Strauss Award by the Fannie and John Hertz Foundation for demonstrating exceptional leadership in his entrepreneurial endeavors. He holds a Ph.D. in Physics from the California Institute of Technology.
Graham Bailey has three decades of professional experience spanning financial services, risk management, business operations, and technology. His track record of delivering on customer needs is a testament to his focus on client success. As the COO of Quantifind, the leader in AI-powered Risk Intelligence Automation and a provider to Global Tier 1 organizations, Graham leads the execution of the company's go-to-market strategy, leveraging his expertise to guide product design, development, marketing, and sales for private and public sectors. With a strong focus on solving the right problems for key stakeholders, Graham ensures that Quantifind's innovative AI technologies and groundbreaking AML solutions deliver value to their clients. Throughout his career, Graham has held key positions where he led and influenced the evolution of risk management operations. With leadership positions at the Ministry of Defense to the Global Head of Anti-Bribery and Corruption at Wells Fargo, he has overseen critical operations functions such as the MSB control center, Credit Investigations, and Customer Due Diligence. Graham was pivotal in establishing monitoring, investigations, and due diligence operations, supporting Wells Fargo's Financial Crime Operations. Additionally, he served as the Model Risk Officer for Operational Risk, Compliance, and Financial Crimes, demonstrating his broad understanding of multiple risk disciplines.
Graham's contributions include not-for-profit initiatives. Graham was a founding board member of a first-of-its-kind non-profit organization that shared risk intelligence across the top global financial institutions. The organization utilized public/private partnerships to fight money laundering and terrorist financing through cross-institutional, collaborative information sharing and investigations.
Adam has been a senior leader at Quantifind since 2016 and led the launch of its first SaaS products for risk intelligence. Today he drives the company's roadmap of AI-enabled applications, collaborating closely with financial institutions and Quantifind's own scientists and engineers. Prior to joining Quantifind, Adam spent 10 years as a consultant with specialization in sensors, algorithms, and software. Adam holds a Ph.D. in Mechanical Engineering from MIT.
Annalisa Camarillo is the Executive Vice President at Quantifind, where she leads global marketing, brand strategy, and communications, advancing the adoption of AI-powered risk intelligence across financial services and government. She is also the founder of Women in Risk, a global community elevating women leaders, and Convergence, a cross-sector initiative uniting organizations in the fight against financial crime and national security threats.
With more than 25 years of executive experience spanning Silicon Valley startups and global technology leaders, including Sun Microsystems, NetApp, and Automation Anywhere, Annalisa has built a career transforming complex technologies into compelling brand and business growth.
A former Forbes and CIO Magazine columnist, contributor to The Soft Edge, and recognized marketing innovator, she brings a passion for connecting technology, people, and purpose. Her commitment to advancing women in leadership and STEM reflects her belief that meaningful innovation creates opportunity and lasting impact. Annalisa holds a master's in business from UC Berkeley’s HAAS school of Business and a second master’s in industrial psychology from Los Angeles South Central University.
Paul leads the company’s technical efforts – data science, data infrastructure, and the front-end data visualizations. He sets the schedule and tone for a dynamic team of engineers. He brings 25 years of experience in scaling and managing SaaS application development, Big Data infrastructure, and technical operations at startups in addition to publicly-traded software companies.
Lance is responsible for making sure every touchpoint of our brand is thoughtfully crafted. He helps make sure that the interdisciplinary work necessary to create complex software ultimately delivers an experience that delights users. Prior to Quantifind, Lance was owner and creative director of a Chicago design studio for 19 years.
Ashin leads Quantifind’s talented Data Science teams responsible for building machine learning solutions that are the backbone of our product. He oversees the data science roadmap with an emphasis on ML models in the natural language processing space to advance Quantifind’s entity linking, disambiguation, and risk inference models.
Ryan leads Quantifind’s Platform Team responsible for building core backend infrastructure that powers our machine learning platform and products. He oversees the platform team roadmap with an emphasis on supporting high-performance computation over large high dimensional unstructured data sets, as well as providing core backend services and data pipelines that power our products and modeling. Ryan brings over 15 years of experience building and scaling backend infrastructure to support demanding product usage.
Nicole leads the efforts to help customers successfully adopt and leverage Quantifind’s innovative products. With over 15 years of experience in building, developing, and leading customer-focused teams, Nicole is dedicated to ensuring exceptional customer experiences. Her career includes leadership roles in customer success and market expansion. She has previously led the Customer Success departments at Featurespace and IRONSCALES, where she developed strategies to enhance customer satisfaction and engagement. At TSYS, a Fortune 500 company, Nicole managed large retail banking relationships and later led the customer consulting team.
Nicole holds a Master’s degree in Law and a financial compliance certificate from USC Gould School of Law. She is also committed to industry advancement and community service, currently serving on the President’s Advisory Board for Paytech Women.
Jennifer leads the federal vertical at Quantifind and spent her career delivering solutions for national security and defense. Before Quantifind, she served as a program manager at BMNT, Inc. deploying 19 beta software products in support of 10 government projects in a single year. Previously, she served as the Vice President of Programming at America Abroad Media and excelled as an account director at IQT. Jennifer has also been a Consultant and Program Analyst for the Under Secretaries of Defense for Intelligence and Policy, led the Commander’s Advisory Group at Naval Special Warfare Development Group, and served as a forward-deployed civilian Chief of Staff at Joint Special Operations Task Force in the Middle East. Jennifer holds a B.S. in Finance from the University of Virginia.
Erin, “EJ”, has been an integral member of Quantifind’s finance and accounting team since joining in 2014. He is responsible for all aspects of finance and accounting and developed the financial structure, processes, and policies for the company. He held management and consulting finance roles with various companies in robotics, consumer electronics, and software publishing prior to joining Quantifind. EJ holds a B.S. in Accounting from the University of Idaho and an MBA from Golden Gate University.
As Director of People, Karen leads the People growth and development strategy. She manages all People functions including the onboarding process, coaching, training, compensation & benefits, succession planning and company culture. Prior to joining Quantifind, Karen managed her own coaching and consulting business focused on individual and interpersonal team development.