Making Friends with AI

Generative AI vs Traditional Enterprise AI Systems

How the builders of foundational LLMs think

Cassie Kozyrkov
4 min readMay 31, 2023

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Enterprises tend to err on the side of caution when it comes to releasing automation solutions at scale. When enterprises rely on an AI system, one of the following tends to be true [1][2][3]:

  • The AI system’s use case is so benign that it is unable to pose a threat to the business. This usually means it won’t be deployed to automate a task of strategic importance, since AI systems make

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Cassie Kozyrkov

Chief Decision Scientist, Google. ❤️ Stats, ML/AI, data, puns, art, theatre, decision science. All views are my own. twitter.com/quaesita