To determine the appropriate responsive units for elements in a website, the AI can analyze various factors such as the design requirements, target device screens, and user preferences. Based on these considerations, it can provide recommendations on whether to use units like pixels (px), em, rem, viewport width (vw), or viewport height (vh) for different elements. The final decision should also take into account the overall design principles and best practices for responsive web development.