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.

6 metrics· Cited 0× in the knowledge base ·Open source ↗

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