"Agencies have a compute problem. As AI takes over more of their day-to-day work, from writing copy to generating performance reports, it's introducing a new and deeply unpredictable cost center. Every prompt, every output, every round of agentic back-and-forth costs tokens, and those tokens are variable in ways that neither agencies nor their clients know how to forecast yet."
"The bold call this time: AI compute costs are the next frontier for the next upfront and the next iteration of principal media. Buy tokens in bulk from AI companies, absorb variable costs, wrap it into a client subscription. It's a model that rhymes with how agencies have long handled TV inventory, and it carries the same transparency tension that has followed principal media for years."
Agencies face a significant compute problem as AI integration into daily operations—from copywriting to report generation—creates unpredictable and variable costs. Each AI prompt and output consumes tokens with expenses that neither agencies nor clients can accurately forecast. The industry must determine cost allocation between agencies and clients. A proposed solution mirrors traditional TV inventory management: agencies purchase tokens in bulk from AI companies, absorb variable costs, and incorporate them into client subscription models. This approach addresses cost transparency but introduces similar tensions that have historically surrounded principal media arrangements in the advertising industry.
#ai-compute-costs #agency-billing-models #token-pricing #principal-media #ai-infrastructure-expenses
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