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QumulusAI-backed Futurum report says agentic AI boosts token use per task up to 100x, pressuring per-token pricing

PUBT·09/25/2026 12:15:15
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QumulusAI-backed Futurum report says agentic AI boosts token use per task up to 100x, pressuring per-token pricing
  • QumulusAI-backed Futurum Research analysis flags agentic AI lifting tokens per task 10-100x, raising cost volatility under per-token pricing.
  • Reserved or owned infrastructure accounts for 66% of AI compute consumption, versus 19% for on-demand cloud.
  • Survey of 824 AI decision-makers shows 59% primarily run workloads outside hyperscaler public clouds.
  • Inference spending forecast to rise to USD 885 billion by 2030 from USD 120 billion in 2025.
  • Report favors hybrid deployments, shifting predictable, high-volume inference from per-token services to reserved bare-metal capacity for cost control.


Disclaimer: This news brief was created by Public Technologies (PUBT) using generative artificial intelligence. While PUBT strives to provide accurate and timely information, this AI-generated content is for informational purposes only and should not be interpreted as financial, investment, or legal advice. QumulusAI Inc. published the original content used to generate this news brief via Business Wire (Ref. ID: 202609250815BIZWIRE_USPR_____20260925_BW592810) on September 25, 2026, and is solely responsible for the information contained therein.