Developments in artificial intelligence and machine learning have made the question of trustworthiness an urgent one. Along with the National Institute of Standards and Technology (NIST), CSTB is developing a workshop to explore the contributions that NIST in particular, and measurement sciences more broadly, can make to the analysis and development of trustworthy artificial intelligence. The workshop will consider priority areas in AI, the use of measurement sciences and standardization to ensure AI trustworthiness, potential approaches and frameworks to integrate measurement sciences into this issue, and research opportunities for NIST and other bodies.