Image Credits:Paper Boat Creative / Getty Images11:32 AM PDT · May 28, 2026
The astir important marketplace of the aboriginal could beryllium successful LLM tokens — and fiscal groups are rushing to physique caller infrastructure for them.
China’s Shanghai Futures Exchange is presently designing a derivatives marketplace for AI tokens, Reuters reports. The quality comes arsenic large derivatives speech CME Group, and the Intercontinental Exchange (the proprietor of the NYSE) person separately said they’re moving connected launching futures contracts for renting GPUs.
GPU markets are inactive maturing, but fixed the wide scope of companies using, selling and renting GPUs, there’s a robust marketplace for spot prices connected GPU rental, typically charged by the hour. According to information from AI Mining Co., which tracks regular GPU rental pricing crossed 28 marketplaces and unreality providers, median prices for Nvidia H100 GPUs ranged from $1.40 to $4.27 per hr crossed 13 marketplaces, portion the mean terms for H200 GPUs were betwixt $2.34 and $5 per hr crossed 10 marketplaces. And conscionable implicit the past 7 days, mean H100 prices ranged from $2.79 to $3.33.
But portion mature markets beryllium for GPUs, there’s little infrastructure astir tokens themselves — the cardinal gathering blocks of modern AI models. Enterprise plans for large AI companies are commonly denominated successful tokens: OpenAI, for example, charges $5 per cardinal input tokens, and $30 per cardinal output tokens if you privation to usage the API for its latest GPT-5.5 model. Even unreality providers are progressively offering the accidental to complaint per-token, arsenic successful Amazon’s Bedrock system.
The effort comes amid an unprecedented buildout of AI infrastructure. Cloud work providers, backstage equity firms and infrastructure players alike person poured hundreds of billions into gathering information centers, anticipating that request for GPUs and compute volition proceed to rise. An emerging harvest of planetary neocloud companies is besides vying for a portion of this demand. Some of these caller entrants are specializing, focusing connected inference, portion others are competing with unreality giants similar Oracle, AWS and Google Cloud to connection their services to AI companies.
By targeting AI tokens, the Shanghai exchange’s derivative merchandise would beryllium tied to however AI companies terms their services, giving businesses, investors and information halfway operators a mode to hedge against the outgo of compute.
When you acquisition done links successful our articles, we whitethorn gain a tiny commission. This doesn’t impact our editorial independence.
Ram is simply a fiscal and tech newsman and editor. He covered North American and European M&A, equity, regulatory quality and indebtedness markets astatine Reuters and Acuris Global, and has besides written astir travel, tourism, amusement and books.
You tin interaction oregon verify outreach from Ram by emailing ram.iyer@techcrunch.com.















English (US) ·