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Understanding Token Cost Anatomy: The Five-Headed Bill Nobody Budgeted For
You know how this usually goes...you wind up pulling the monthly AI spend report and the number is just that...a number. "Anthropic API: $14,200." No breakdown, no context, no indication of whether your team built something genuinely useful or spent three weeks regenerating the same 8,000-token system prompt on every single call. The invoice knows what you spent. Unfortunately, your invoice (by itself) has no idea why you spent what you did. The graphic above breaks it down:

Shannon
3 days ago5 min read


Your LLM Has a Spending Problem - How Prompts, Context Windows, and Agent Loops Quietly Torch Your Budget
Everybody loves AI until the invoice shows up! Not the cute "we spent a few hundred dollars experimenting" invoice that gets hand-waved away as innovation spend. I mean the kind of invoice that makes finance suddenly become deeply curious about architecture decisions they previously considered engineering trivia, while operations and/or product teams insist everything is still technically a pilot, and leadership starts asking whether we can "optimize this" as though that thou

Shannon
5 days ago12 min read


FOCUS: The Common Language Cloud Billing Has Been Missing - a.k.a. Why I Care About FOCUS
After spending years working across Azure, AWS, and GCP, I can tell you the most frustrating part of FinOps is rarely the optimization itself. The hard part is getting everyone in the room to agree on what the data actually means before anyone can act. Every provider exports billing differently, every tool invents its own abstraction layer on top of that, and every dashboard ends up starting with translation instead of analysis. You spend the first hour of every cost conversa

Shannon
Jun 1413 min read


So You Want a FinOps Certification? Here's What I Usually Tell Folks!
I posted my FinOps for AI badge last week and almost immediately started getting messages. The interesting thing was most of them weren't actually about AI. A few people wanted to know whether the certification was worth pursuing, but most of the questions were really about the broader FinOps certification journey. Where does FinOps for AI fit? Should somebody take Engineer first? Is Practitioner still the right starting point? What's the deal with FOCUS? Is Professional wort

Shannon
Jun 58 min read


Microsoft Build 2026: The Story Behind the Announcements
I have been attending Microsoft events in one form or another for a long time, and I have learned that the first wave of conference reactions is usually not where the real story lives. The first wave is always loud. It's the keynote clips, the social posts, the product names, the demos, and the inevitable rush to figure out which announcement is the announcement everyone should be talking about. That's useful to a point, but I usually find the more interesting story a little

Shannon
Jun 48 min read


Locking Down AI Tooling: Securing Claude, ChatGPT, Copilot, and Gemini Before Someone Pastes in Something They Shouldn’t
One of the more interesting things about enterprise AI adoption is how quickly people become comfortable with these tools. We spent years teaching users to be skeptical of links, cautious with downloads, thoughtful about where sensitive data goes, and generally a little suspicious of shiny new software. Then AI assistants showed up, proved useful in about thirty seconds, and a lot of that caution went straight out the window. Suddenly people are pasting customer contracts in

Shannon
May 249 min read


Trends in Cloud Spending: A 2025 Perspective
It's 2025! If you've been living under a rock the last 10-15 years, you may not know that the global cloud computing industry is...

Shannon
May 10, 20253 min read
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