AI Usage‑Based Billing That Protects Margins

In this episode, host Michael Bernzweig talks with Mitchell Jones, founder and CEO of Lava, about how to monetize AI features without destroying SaaS margins. Mitchell breaks down why AI introduces real variable costs, why seat‑based pricing no longer reflects value when agents can replace dozens of users, and how usage‑based models can better align price with outcomes. You’ll learn how an AI gateway plus billing stack can track per‑request cost in real time, enforce target margins automatically, and let agents both collect and spend funds so AI‑native products can scale profitably. How traditional SaaS revenue models are breaking due to AI's variable costs Layering usage-based pricing on top of subscriptions for better margins Building real-time cost analytics and margin-aware billing with Lava's tools The role of an AI gateway in routing calls and managing payments effortlessly Strategies for startups to rapidly implement hybrid pricing models Connecting AI call routing with revenue collection in a unified stack Practical steps for organizations to upgrade their payment systems in an AI era Tactics for multinational companies to support nearshore AI and engineering teams Maintaining workflow alignment with AI adoption to avoid siloed inefficiencies Reframing product offerings in response to AI-driven service shifts Timestamps: 00:00 – Introduction to Lava and AI's impact on SaaS revenue 00:30 – Mitchell’s entrepreneurial journey through COVID and YC 01:56 – Challenges with traditional SaaS models in the AI era 02:25 – The need for new pricing strategies reflecting AI’s variable costs 03:23 – How Lava enables layered usage-based pricing seamlessly 04:13 – Building margin-aware billing with real-time cost analytics 07:17 – Importance of partnerships with developer tools and AI coding agents 08:16 – Mitchell’s background with payments and AI monetization 09:15 – AI introduces variable costs that threaten margins 10:41 – Implementing value-aligned pricing models 11:44 – The $80 billion payments opportunity through AI 12:42 – Lava’s API for multi-model AI access and real-time analytics 13:11 – Charging customers based on actual AI usage with margin controls 14:26 – Routing AI calls and payments in one unified gateway 15:23 – Measuring costs and revenue for profitable AI monetization 16:16 – Overcoming organizational challenges with AI workflows 17:28 – Transitioning from fixed seat-based to hybrid pricing models 19:12 – Building efficient, real-time revenue recognition systems 20:04 – Typical enterprise payments stack and its limitations 21:32 – Simplifying complex billing and revenue recognition with Lava 22:08 – Implementation journey: from call routing to margin setting 23:28 – Q&A: Practical steps for organizations to adopt usage-based models 26:04 – Rethinking AI implementation as a business decision 27:44 – Addressing margin risks with variable LLM costs 30:09 – Reframing hiring and talent strategy for nearshore AI teams 32:23 – Recognizing misaligned workflows beyond tools 35:07 – Revisiting product offerings as AI evolves services 37:48 – Practical steps for shifting to hybrid subscription-plus-usage pricing 40:14 – Cross-department workflow mapping for AI collaboration 42:28 – Managing organizational friction and aligning AI initiatives 43:25 – The Groundhog Day fulcrum: balancing resources and demand 45:16 – Onboarding Latin American remote hires effectively 47:37 – Finding balance between governance and flexibility in enterprise workflows 49:24 – Final thoughts: Measure, adapt, innovate in AI monetization Ready to action this strategy? Connect with this expert now for a complimentary strategy consult or exclusive offer. https://summit.softwareoasis.com/activate-offers/ (Claim Your Offer / Schedule Consultation) Apply to Present at our Live Events as an expert https://experts.softwareoasis.com/expert-introductions Get Your Networking Pass https://experts.softwareoasis.com/executive-networking-pass Claim your complimentary event pass and attend live: https://bootcamps.softwareoasis.com/ https://summit.softwareoasis.com/ Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.