While early results from AI technologies have been impressive, the most profound impact from AI for organizations will not come from general purpose tools. Instead, it will be driven by insights found within company data. But that data needs to be formatted for AI, and public AI models carry the potential for data leakage, security risks, and unintended consequences. Add on top of this the proliferation of shadow AI – employees using unauthorized AI tools – and organizations are acting cautiously with regard to responsible data governance requirements or banning AI technologies outright.