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Gartner says agent workflow costs will increase 5 times or more

The price of each token falls, but agent workflows use many more tokens, and the total cost goes up.

On 17 August 2026, Gartner said that the inference cost of each agent workflow will increase. The increase is more than 5 times through 2028. Analyst Will Sommer says a reasoning agent costs 5 times more than a chatbot answer, or more.

Cost per task, vs chatbot Bars to scale: a chatbot exchange is 1x, an agent at least 5x, an agent on complex tasks 30x (Gartner forecast). Token price falls over 90% by 2030, but total cost still climbs. Cost per task, vs chatbot Gartner forecast Chatbot exchange 1x Agent, at least 5x Agent, complex tasks 30x 5x to 30x Token price falls over 90% by 2030 Total cost still climbs. Gartner, August 17, 2026
Gartner says an agentic workflow costs 5x to 30x a basic chatbot exchange, even as the price of each token falls.

Sources

  1. Gartner forecasts fivefold rise in AI agent costs by 2028Crypto Briefing
AI MATTER · NEWS · AI MATTER · NEWS ·16 OCT2026

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