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Moore johnEnterprises often struggle with getting AI projects out of the corporate skunk works and into widespread use.

The objective, AI at scale, has become a rallying point for technologists in the data science field -- and a key theme among the MIT Sloan CIO Symposium's Innovation Showcase finalists. Many of the early-stage companies selected for the showcase pursue some variation on getting AI and machine learning into the mainstream. They'll be discussing their offerings at MIT Sloan's annual event, which runs May 22-23 in Cambridge, Mass.