2023 state of AI Infrastructure

89% of companies are facing GPU Allocation issues with AI (according to survey)

The annual State of AI Infrastructure survey from Run:ai is out, and the results show Infrastructure is the main challenge for scaling AI/ML

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Key Findings

planning

91% of Companies are planning to increase their GPU capacity or AI infrastructure in the next 12 months

The current economic uncertainty does not affect companies’ intention to heavily-invest in AI over the next 12 months.
the challenge

AI Infrastructure challenges have surpassed the data issue, with 54% of respondents claiming it’s now their biggest challenge

Infrastructure and Compute have overtaken Data as the biggest challenges from last year's survey.
tech stack

99% of companies are using tools to optimize GPU allocations

73% of companies are using open source, home-grown tools or Excel sheets, indicating their level of GPU scheduling may still be limited.

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Solutions

MLOpsData ScientistsAI Infrastructure

Platform

GPU OptimizationCluster ManagementAI/ML Workflow Management

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