Why subscribe to Mastering Revenue Operations?
I started this in November 2022 because revenue technology and revenue operations methodologies started evolving so rapidly I needed a focal point to coalesce ideas, outline revenue system blueprints, discuss go-to-market strategy amplified by operational alignment and logistical support, and all topics related to revenue operations.
Mastering Revenue Operations is a central hub for the intersection of strategy, technology and revenue operations. Our audience includes Fortune 500 Executives, RevOps Leaders, Venture Capitalists and Entrepreneurs.
Meet The Author: Matt McDonagh
Investment Banker → Data Engineer → Software Developer → Tech Investor
Matt McDonagh is an agentic AI and data engineer, technology investor, and advisor whose career has been shaped by a single obsession: maximizing return on time.
That pursuit first led him to investment banking, then to co-founding a hedge fund built around automating complex financial analysis. While developing a proprietary method for ingesting and mechanically analyzing financial statements, he saw a deeper truth: AI may be the physics of modern value creation, but data determines its logistics. Scale requires more than a corporate brain. It requires a nervous system capable of moving information, decisions, and work.
Today, Matt designs that infrastructure. He builds AI agent operating systems that combine frontier models with data architecture, business logic, evaluation, governance, and human judgment. His work spans Fortune 500 companies, professional services firms, family offices, private equity firms, investment banks, enterprise B2B companies, and rapid-growth startups. He advises leaders on AI market positioning, implementation strategy, governance, evaluation, go-to-market design, channel alignment, market intelligence, portfolio risk, and solution positioning.
Matt’s hands-on engineering experience also shapes his approach as an investor. Rather than judging an AI company by its interface, he examines the systems beneath it: data logistics, agentic architecture, revenue maturity, security, and product viability. Building the future gives him the lens to invest in it.
He founded McDonagh Technologies in 2012 to hold and license the intellectual property developed for his hedge fund. Although the fund closed, the experience began a longer career in technology building and investing. His early angel portfolio included hard lessons (including three initial investments that went to zero) and a cybersecurity company later acquired by Facebook.
That path led to RevSystems, where Matt developed a “heartbeat” architecture that listens to CRM and business systems, then sends proactive signals to revenue leaders. Over the past decade, he has evaluated more than 2,000 companies while building revenue and operating systems across industries.
Matt has built in Python since 2009, Salesforce for more than a decade, JavaScript and TypeScript across the stack, and Rust since 2023. His work sits where AI, data, revenue, and security converge: the infrastructure that turns emerging technology into durable operating leverage.
Today he helps clients translate AI ambition into operating architecture, stronger revenue systems, and execution that compounds enterprise value over time.
Mastering Revenue Operations Philosophy
Revenue Design: We believe in the power of a meticulously crafted revenue blueprint—one that is agile, flexible, and responsive to the rapidly changing market dynamics. Our focus is to ensure businesses have a scalable model that capitalizes on both existing and emerging revenue streams.
Revenue Engineering: Bringing the design to life requires a robust infrastructure. We champion the integration of the latest technological tools, ensuring seamless operations that cater to modern consumer needs while providing room for scalability and adaptability.
Revenue Intelligence: Raw data, in isolation, offers limited insights. We leverage AI to dive deep into this data, extracting actionable insights that drive growth. With predictive analytics, NLP, and other advanced techniques, we turn data into a strategic asset.
Revenue Operations: The heart of our philosophy lies in optimizing and enhancing the very operations that drive revenue. Using AI and automation, we streamline operations, making them more efficient, predictive, and adaptable to the changing business landscape.
Join us on this transformative journey as we navigate harnessing the power of AI, automation, and strategic insights to propel businesses into a prosperous future.
