tomtunguz.com · 2026-05-03
· 32d
All the AI You Need for 8 Ads per Day
The article demonstrates that ad-supported AI models are economically viable, with GPUs costing $4.50/hour breakable through search ads every 39 minutes or content ads every 3 minutes. A hybrid model of $10/month plus 8 daily rewarded-video ads can sustain 2M tokens per user, comparable to existing mobile app ad loads. The economics work better than assumed because GPU infrastructure costs are commodity-priced and ad CPMs are well-established.
Metrics in this report
B200 GPU Spot Market Cost
4.50USD per hour
average
Across 22 cloud providers in 2026
Google Display Ads CPM
3.12USD
average
Online advertising market in 2026
Google Search Ads CPM
38.40USD
average
Online advertising market in 2026
Hyper-Casual Mobile Game Ad Frequency
6ads per session
benchmark
Mobile gaming user tolerance baseline
Rewarded Video Ad CPM
45.00USD
average
Gaming vertical with near-100% fill rates
Token Consumption Ratio
10-20xmultiplier
Agentic coding versus passive chat usage