专为FinOps与财务团队打造的AI成本治理课程,4小时实战讲解Token、GPU及AI授权费用分摊、监控与对账,独创角色扮演实验室模拟CFO汇报场景,助你快速建立可信的AI成本治理体系。

原始标题:Mastering FinOps for AI (Level 1): Take Control of AI Costs

Mastering FinOps for AI (Level 1): Take Control of AI Costs

本课程是业内首创、专注攻克AI算力黑盒的“一站式”企业级AI成本治理与FinOps实战进阶课(Level 1)。课程直击大模型时代Token、GPU及各类AI授权带来的账单碎片化与成本失控痛点,通过4+小时动画视频与多维案例,教会学员如何建立可信的AI费用分摊、异常监控及财务对账体系;其核心亮点在于独创的AI角色扮演实验室,让学员能模拟向CFO汇报50万美元超支方案的真实商战场景,旨在帮助FinOps、IT财务及数据科学团队快速打破跨部门壁垒,低门槛构建起以数据为驱动、兼顾创新与效益的现代AI成本治理底层框架。

Published 10/2026
Created by Serge Niagne 3 X FinOps Certified • Practitioner • Engineer • FinOps for AI
MP4 | Video: h264, 1920×1080 | Audio: AAC, 44.1 KHz, 2 Ch
Level: All Levels | Genre: eLearning | Language: English | Duration: 157 Lectures ( 4h 17m ) | Size: 1.6 GB

Allocate, report, reconcile and govern AI spend: 4+ hours, 7 quizzes and an AI role-play lab. Level 1 of 3.

What you’ll learn
⚡ Allocate AI costs (tokens, GPU compute, licences) to the teams that generate them, using the right method for each cost type
⚡ Consolidate fragmented AI billing data into a single, trustworthy cost dataset
⚡ Build AI cost reports and KPIs tailored to Finance, engineering and leadership
⚡ Detect, investigate and respond to AI cost anomalies before they escalate
⚡ Reconcile AI invoices and choose between showback and chargeback models
⚡ Run an AI cost education programme with champions and cost-aware workflows
⚡ Build working relationships with ITAM, ITFM, Security, Procurement and Data Science
⚡ Build the foundation required for Levels 2 and 3 of the Mastering FinOps for AI series
⚡ Apply everything in an AI-powered role play: brief a skeptical CFO on a $500K AI cost overrun and win support for a 90-day plan

Requirements
❗ Basic understanding of cloud computing and cloud billing
❗ Familiarity with FinOps concepts is helpful but not required
❗ No coding skills required
❗ No prior level needed: this is the starting point of the series

Description
AI spend doesn’t behave like traditional cloud spend. Tokens, GPU hours, model licences and fast-moving AI tools arrive from many vendors, bypass standard processes, and land on invoices nobody recognizes. Most FinOps practices weren’t built for that.

This is Level 1 of the three-level Mastering FinOps for AI series. It gives you the core operating practices every FinOps for AI program is built on: the toolkit you need before you can optimize or scale.

In Level 1, you’ll learn how to
✨ Allocate AI costs to the teams that generate them, using the right method for each cost type

✨ Build a data ingestion pipeline that consolidates fragmented AI billing into one trustworthy source

✨ Produce reporting that Finance, engineering and leadership actually use and act on

✨ Detect and respond to AI cost anomalies before they become expensive

✨ Reconcile fragmented AI invoices and design fair show-back and chargeback models

✨ Build cost awareness across your organization with champions, embedded workflows and pricing literacy

✨ Work with ITAM, ITFM, Security, Procurement and Data Science so AI costs are visible, aligned and well governed

What’s inside Level 1
Over 4 hours of short, animated video lessons across 7 chapters and 150+ lectures, each built around real-world scenarios, worked examples, KPIs, best practices and key takeaways you can apply immediately.

7 chapter quizzes with 70 scenario-based questions, each answer explained, so you can check your understanding before moving on.

An AI-powered role-play lab that brings the whole course together: AI spend has come in $500K over budget, and you must brief a skeptical CFO, uncover what drove the overrun, question the invoices, recommend showback or chargeback and win support for a 90-day plan. You get feedback on every goal.

Where Level 1 fits: Level 1 is the foundation. Levels 2 and 3 build directly on these practices, so completing this level first is the recommended path through the series.

Your role isn’t to control spend directly. It’s to enable informed, cost-aware decisions across the business. Level 1 shows you how to start.

Who this course is for
⭐ FinOps practitioners extending their practice to AI and GenAI spend
⭐ Cloud, IT and finance managers responsible for AI budgets
⭐ IT asset, IT financial management and procurement professionals working with AI vendors
⭐ Engineering and data science leads who want to understand and own their AI costs
⭐ Anyone planning to follow the full three-level Mastering FinOps for AI path

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