Run the Numbers Token Series Part 1 | How AI Created a New Budget
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Oct 6, 2026 
Ali Hussain, a finance and business leader at AI revenue platform Tabs, joins a lively discussion on AI’s rapidly expanding cost base. They explore who should own inference and token spend, how AI costs differ from the cloud era, why companies juggle multiple LLM providers, and the contrasting approaches of OpenRouter and Ramp. They also examine customer-level economics, pricing, and the future of AI finance.
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AI Budgets Are Becoming Operating Costs
- AI is moving from exploratory side budgets into a material operating cost that demands financial accountability.
- Companies must now plan how AI enters products, gets priced, and supports invoicing and collection.
AI Spend Ownership Is Still Unsettled
- AI spend has shifted from a technical-owner question into a debate between CTO ownership and company-wide finance oversight.
- OpenRouter targets engineering administration, while Ramp approaches the same problem through finance and accounting.
Cloud Migration Exposed The Cost Ownership Debate
- CJ Gustafson saw gross margin fall from above 90% to roughly 75% when his company moved from perpetual software to cloud.
- The transition triggered an internal debate over whether finance or infrastructure leadership should own cloud costs.