The State of AI Cost Control: Tracking, Budgeting & Managing AI Spend in the Agentic Era
Join Twill and Amberflo for a focused 30-minute workshop on how companies can track, budget, and manage AI spend as usage becomes more unpredictable in the agentic era.
AI usage is exploding across copilots, coding agents, AI workflows, model calls, and usage-based AI products. But as adoption scales, many teams are discovering that traditional SaaS cost controls were not built for token consumption, autonomous agents, runtime costs, or real-time usage visibility.
This workshop is designed for AI founders, CFOs, product leaders, engineering teams, finance leaders, investors, and operators who want practical guidance on scaling AI usage without losing control of cost, pricing, or margin.
Together, we’ll explore how modern companies can build the cost-control infrastructure needed to track usage, attribute spend, set budgets, prevent surprise overages, and connect AI costs to customer value.
What to Expect:
A practical breakdown of AI usage tracking, metering, and cost attribution
Insights on why AI spend is harder to forecast than traditional SaaS spend
Discussion around token usage, model calls, agents, workflows, and runtime costs
Guidance on budgets, alerts, caps, credits, drawdowns, and spend controls
A look at how teams can connect AI usage to pricing, margin, and customer value
Real-world examples of why companies need better AI cost visibility before usage turns into bill shock
How Amberflo helps teams manage AI costs, pricing, credits, alerts, and usage-based billing in one platform
This event is designed for:
AI Founders and Executives
CFOs and Finance Leaders
Product and Pricing Leaders
AI Infrastructure and Platform Teams
Engineering Leaders Building AI Products
Investors Evaluating AI Business Models
Enterprise Leaders Managing AI Adoption
SaaS Teams Moving from Seat-Based to Usage-Based Pricing
Event Details:
Date & Time: June 24 at 11:00 AM Pacific Format: 30-minute workshop + live discussion Presented by: Twill × Amberflo Cost: Free, registration required
Reserve Your Spot
Join us for a practical workshop on the emerging discipline of AI cost control — and what founders, finance, product, engineering, and platform teams need to understand as AI usage, cost visibility, budgeting, pricing, and margin become increasingly connected.
Qualified attendees may also apply for the Amberflo AI Monetization Launch Offer, including up to $100K in Amberflo AI Platform credits, fast-start onboarding, and an architecture review for teams building usage-based AI pricing, cost tracking, budgeting, and billing infrastructure.
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