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Large Language ModelsVentureBeat AIPublished: Jul 11, 2026, 06:01 JST

86% of enterprises run AI agents at half GPU capacity or below

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A VentureBeat Research survey of 573 technical leaders at companies with 100+ employees found that enterprises deployed AI agents before implementing the management controls needed to oversee them. Roughly 6 in 10 enterprises plan to switch or add vendors across five control layers (identity, output evaluation, cost tracking, business context, and orchestration) within the next 12 months, with roughly a third planning to move within the quarter.

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