Your CFO asks what AI costs.
This is how you answer.
The AI Cost Intelligence Playbook gives you the framework to see every dollar across cloud, data, and AI — and prove what it's returning. No more spreadsheets. No more defending numbers you don't trust. Just the answer.
Inside the Playbook
The Visibility Gap
Why 73% of enterprises can't answer basic questions about AI spend
Six Hidden Multipliers
The costs nobody budgets for — from token sprawl to model drift
The Attribution Framework
Map every dollar to a business outcome with a real ROI example
Seven Optimization Levers
Tactical moves that cut AI costs 30–60% without losing performance
Your 90-Day Roadmap
Week-by-week plan from audit to automated optimization
Most teams can't answer one question: what does our AI actually cost?
AI spending is growing 2–3x year over year. But visibility hasn't kept up. Cloud bills land in finance. Token costs live in engineering. Data pipeline spend hides in three different platforms. When leadership asks what it all costs — and what it's returning — the answer takes days, not seconds.
The teams that don't solve this aren't just overspending — they're losing the confidence of the leaders who approve their budgets. When you can't answer the question, you stop getting asked. And when you stop getting asked, you lose your seat at the table.
73%
of enterprises lack unified AI cost visibility
3–5 days
to answer a simple cost question
40%+
of AI spend is hidden or unattributed
Built for Practitioners
If you answer for technology spend, this is your framework
We've sat in the budget meetings where nobody could explain the spike. We've been the ones scrambling to pull data from three teams before the next executive review. After 20+ years inside enterprise cloud, data, and AI — including Google Cloud, Cloudera, and Hortonworks — we built the playbook we wish someone had handed us.
Know what your technology is worth
The next time your CFO asks about AI ROI, you won't feel that tightening in your chest. You'll have the number. You'll be the person in the room with the answer.
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