Agentic AI Can Raise Token Use per Task Up to 100 Times, Accelerating the Shift Away From Per-Token Pricing, Futurum Research Finds

ATLANTA–(BUSINESS WIRE)–QumulusAI (Nasdaq: QMLS), a neocloud infrastructure provider purpose-built for the AI computing era, today announced the release of a new Futurum Research report, sponsored by QumulusAI, which finds that agentic AI can increase token consumption per task by 10 to 100 times compared with a simple inference call. That increase can expose organizations using per-token services to unpredictable and rising costs as applications move into production and scale across the enter

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