2021 State of AI Infrastructure Survey

Discover how your peers are managing their infrastructure for AI workloads, their GPU scheduling challenges, and investment plans.

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In This Report

We asked more than 200 AI practitioners about the tech they use, their AI challenges, budgets, and confidence bringing AI into production. The result is a fascinating look at the true state of AI maturity:

80% of companies under-utilize their GPUs

38% spend more than $1M a year on AI Infrastructure

42% are using Kubernetes with another 16% planning to adopt it

“Rapid AI development is what this is all about for us. What Run:AI helps us do is to move from a company doing pure research, to a company with results in production.”

Siddharth Sharma, Sr. Research Engineer, Wayve