In a 2024 survey, over half of the respondents stated that their organizations planned to seek cost-effective alternatives actively to GPUs for inference amidst GPU scarcity. Around ** percent indicated that they were interested in cost-effective alternatives to GPU, but not aware of existing alternatives.
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ClearML. (March 12, 2024). Organization's plans for dealing with graphics processing unit (GPU) scarcity worldwide in 2024 [Graph]. In ÌÇÐÄÆÆ½â°æ. Retrieved July 21, 2026, from /statistics/1485142/firms-gpu-shortage-strategy-worldwide/
ClearML. "Organization's plans for dealing with graphics processing unit (GPU) scarcity worldwide in 2024." Chart. March 12, 2024. ÌÇÐÄÆÆ½â°æ. Accessed July 21, 2026. /statistics/1485142/firms-gpu-shortage-strategy-worldwide/
ClearML. (2024). Organization's plans for dealing with graphics processing unit (GPU) scarcity worldwide in 2024. ÌÇÐÄÆÆ½â°æ. ÌÇÐÄÆÆ½â°æ Inc.. Accessed: July 21, 2026. /statistics/1485142/firms-gpu-shortage-strategy-worldwide/
ClearML. "Organization's Plans for Dealing with Graphics Processing Unit (Gpu) Scarcity Worldwide in 2024." ÌÇÐÄÆÆ½â°æ, ÌÇÐÄÆÆ½â°æ Inc., 12 Mar 2024, /statistics/1485142/firms-gpu-shortage-strategy-worldwide/
ClearML, Organization's plans for dealing with graphics processing unit (GPU) scarcity worldwide in 2024 ÌÇÐÄÆÆ½â°æ, /statistics/1485142/firms-gpu-shortage-strategy-worldwide/ (last visited July 21, 2026)
Organization's plans for dealing with graphics processing unit (GPU) scarcity worldwide in 2024 [Graph], ClearML, March 12, 2024. [Online]. Available: /statistics/1485142/firms-gpu-shortage-strategy-worldwide/