AI Churn Has IT Rebuilding Tech Stacks Every 90 Days
CIO, December 9,2025
IT leaders can't settle on AI toolchains due to a fast-evolving ecosystem, confusion over product offerings, and dissatisfaction with available components.
AI tech churn is becoming a mounting problem for enterprises, which find themselves continually rebuilding their AI infrastructures in response to evolving AI capabilities, as well as AI strategies in flux.
According to a survey from AI data quality vendor Cleanlab, 70% of regulated enterprises - and 41% of unregulated organizations - replace at least part of their AI stacks every three months, with another quarter of both regulated and unregulated companies updating every six months.