Standards enable good governance practices by establishing consistent measurement and norms for interoperability, but creating standards for AI is a challenging task. The Center for Security and Emerging Technology and the Center for a New American Security hosted a series of workshops in the fall of 2022 to examine standards development in the areas of finance, worker safety, cybersecurity, sustainable buildings, and medical devices in order to apply the lessons learned in these domains to AI. This workshop report summarizes our findings and recommendations.