Cheaper AI tokens are driving more demand, and that's Jensen Huang's best-case scenario

What happened

Data from Ornn, Silicon Data, and Bloomberg as of August 2026 shows what a16z calls a textbook Jevons paradox in the AI market: token prices keep dropping while H100 GPU rental prices hold steady or climb. Cheaper tokens unlock AI agents, automation, and new applications, so volume grows faster than per-unit costs fall. The system depends on AI usage growing fast enough to offset falling token prices; if demand flattens, chip makers, memory suppliers, energy providers, and cloud companies take a hit.

The story so far

Andreessen Horowitz's seventh Top 100 AI list ranks consumer AI by spending for the first time, adding observed US consumer card spending from YipitData panels. According to the report, nearly half of US consumers use AI, but only 4.5 percent had a paid personal subscription to ChatGPT, Gemini or Claude in August, and the top one percent of spenders accounts for nearly a fifth of observed spending, averaging about $900 per month. ChatGPT leads web traffic, with Claude now a clear third. Separately, data from Ornn, Silicon Data and Bloomberg as of August 2026 shows what a16z calls a textbook Jevons paradox in the AI market: token prices keep dropping while H100 GPU rental prices hold steady or climb. Cheaper tokens unlock AI agents, automation and new applications, so volume grows faster than per-unit costs fall. The system depends on AI usage growing fast enough to offset falling token prices; if demand flattens, chip makers, memory suppliers, energy providers and cloud companies take a hit.

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