In this episode of The Margin, MGI Research Managing Director Andrew Dailey speaks with Puneet Gupta, Founder and CEO of Amberflo and former engineering leader at Amazon Web Services and Oracle, to examine why usage-based monetization has become a foundational capability for modern software companies. While consumption pricing is often viewed as a billing model, Gupta argues that its true value lies in enabling faster product innovation, richer customer insights, and more agile commercial strategies.
Drawing on his experience building metering and billing infrastructure at AWS during its formative years, Gupta explains why successful consumption businesses begin with instrumentation rather than pricing. The discussion explores the cultural and organizational shifts required to adopt usage-based monetization, the architectural importance of metering as a system of record, and why organizations that treat monetization as strategic infrastructure, not simply a finance project, are better positioned to capitalize on AI-driven products and evolving customer expectations. The conversation concludes with Gupta’s perspective on the expanding role of CIOs in building the data foundations required for the next generation of enterprise software.
Key Analytical Takeaways
- Usage-Based Monetization as an Innovation Strategy: Why consumption pricing should be viewed as an enabler of faster product innovation, experimentation, and customer value rather than simply an alternative pricing model.
- Metering as the New System of Record: How modern monetization architectures depend on accurate, real-time usage instrumentation that serves as the foundation for pricing, billing, forecasting, and product analytics.
- Beyond Pay-As-You-Go: Why successful usage-based businesses increasingly adopt hybrid commercial models, including prepaid consumption commitments and flexible pricing structures, that combine financial predictability with operational flexibility.
- Monetization Requires Organizational Alignment: How product, finance, engineering, sales, and customer success must align around shared usage data and customer outcomes for consumption models to deliver their full strategic value.
- Building the Infrastructure for AI-Era Software: Why CIOs have an opportunity to establish enterprise-wide monetization platforms that support AI-powered products, continuous innovation, and future business models built around usage intelligence rather than static subscriptions.
Featured Experts
Andrew Dailey | Managing Director, MGI Research
Andrew Dailey is a co-founder and managing partner of MGI Research. Andrew brings his 25+ years of diversified technology and financial services experience working in the enterprise software market and Fortune 500 firms to his clients.
Puneet Gupta | Founder and CEO, Amberflo
Puneet Gupta is the founder and CEO of Amberflo and a pioneer in usage-based monetization infrastructure. Prior to founding Amberflo, he helped build large-scale metering and billing systems at Amazon Web Services and Oracle, where he gained firsthand experience scaling some of the world’s largest consumption-based cloud platforms. His expertise spans usage-based pricing, metering architecture, cloud infrastructure, product strategy, and enterprise monetization.
