All the AI You Need for 8 Ads per Day

One search ad every 40 minutes pays for a trillion-parameter model. One content ad every 3 minutes does the same. The math on ad-supported AI is better than you think.

When Anthropic pulled Claude Code from the $20 plan last month, it signaled an industry assumption : frontier intelligence requires frontier pricing. For open models, the economics flip.

A B200 GPU costs $4.50/hour on spot markets.1 Google Search ads generate $38.40 CPM (cost per thousand impressions),2 while Google Display runs $3.12.3

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