Building the AI Monetization Stack

Join Twill, Founders Bay, and Amberflo for a focused technical workshop on how AI-native teams can prevent runaway AI spend with better metering, chargeback, runtime billing, and usage governance. As AI agents become more compute-intensive, usage-based, and autonomous, companies are facing new challenges around token consumption, cost attribution, budget controls, and real-time visibility. Without the right infrastructure in place, AI usage can scale faster than teams can monitor or manage. This 30-minute workshop is designed for AI infrastructure teams, platform engineers, CTOs, technical founders, product teams, FinOps leaders, and developers building AI-native products who want practical guidance on scaling AI usage without losing visibility or control. Together, we’ll explore how modern AI companies are building the monetization and cost-control infrastructure needed to manage usage, improve forecasting, and avoid unexpected AI bills. What to Expect: A practical breakdown of AI metering and usage tracking pipelinesInsights on token-level visibility, cost attribution, and real-time usage analyticsDiscussion around AI chargeback, showback systems, and runtime billing for agents and workflowsGuidance on budget controls, spend guardrails, anomaly detection, and AI FinOpsA technical look at designing AI products with monetization and cost controls from day oneReal-world examples of how organizations can avoid runaway AI spend and build more sustainable AI business models This event is designed for: AI Infrastructure EngineersPlatform EngineersCTOs and Technical FoundersAI Product TeamsFinOps LeadersCloud Infrastructure TeamsAPI Platform TeamsDevelopers Building AI-Native Products Event Details: Date & Time: July 15 at 11:00 AM PacificFormat: 30-minute technical workshop + live discussionPresented by: Twill × AmberfloCost: Free, registration required Reserve Your Spot Join us for a practical technical workshop on how AI monetization infrastructure is evolving — and what engineering, finance, product, and platform teams need to understand as AI usage, cost visibility, runtime billing, and operational governance become increasingly connected. ​​​​Highlights of recent events