Before You Start
What You're Walking Into — and What You'll Walk Out With
5 min read5 modules
NovaSpark
Somewhere right now, a VP of Engineering is staring at a cloud bill that went up 340% in two months.
She knows it's AI. She just can't explain it to the board. She can't tell finance which team is responsible. She can't say with confidence whether the spend is working or just burning.
The weird part? Her team is good. Smart engineers, experienced FinOps practitioners, a finance partner who knows their way around a spreadsheet. The problem isn't capability. It's that nobody built the mental model for AI costs yet.
Cloud costs? There's a playbook. EC2 instances, reserved capacity, S3 storage tiers — the industry has been doing this for fifteen years.
AI costs? The playbook doesn't exist yet. Tokens aren't servers. Inference isn't compute. A model isn't a database. The billing mechanics are different, the attribution problem is different, and the business conversation is completely different.
That gap — between the AI bill arriving and anyone being able to explain it intelligently — is exactly what this course closes.
67%
of AI spend
can't be attributed to a specific team, product, or outcome in most organizations
4×
faster growth
AI inference costs are growing 4× faster than traditional cloud spend — with a fraction of the visibility
3 billing models
in one invoice
Token-based, compute-based, and capacity-based charges often appear on the same bill — priced in completely different units
NovaSpark
This is the FinOps for AI Course — five modules that take you from "why is this bill so confusing?" to "here's exactly what we're paying for, who owns it, and whether we're getting value from it."
It's built around a fictional company called NovaSpark. They're scaling AI fast. Their costs are climbing faster. And you — whatever your actual role — are the person who's been asked to make sense of it.
Over five modules, you'll shadow NovaSpark through the full journey: from decoding a confusing invoice on Monday morning, to standing in front of the board on Friday with a forecast and a business case.
Every concept is taught through what's actually happening at NovaSpark. No abstract theory. No hypothetical frameworks. Just: here's the problem, here's the thinking, here's the decision.
Who This Course Is Built For
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Before You Begin
This course doesn't teach you to use a dashboard.
It teaches you to think about AI costs the way the best FinOps practitioners think — from first principles, not from a vendor's interface.
Dashboards change. Vendors add features. Pricing models get updated.
But if you understand why AI costs behave the way they do — the mechanics underneath the invoice — you'll be able to navigate any tool, any cloud provider, and any board conversation.
That understanding is what NovaSpark is about to give you.
Ready? Let's find out what they're actually paying for.