A VentureBeat Intelligence survey of 218 companies running AI in production found that 79% use their GPUs at 50% of capacity or less. Among the companies with low utilization, 70% plan to adopt a new, additional or replacement compute platform within the next 12 months. Only 10% of respondents have a finance-reviewed return on investment for their existing infrastructure, while 12% use specialized AI clouds such as CoreWeave or Lambda. The gap between low usage and continued investment could create opportunities for optimization tools and alternative compute offerings, but the effectiveness of these investments remains difficult to measure.
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