The problem here is that the Toolset custom fields were not showing up for Rank Math to add the fields to the page's schema.
Solution:
The Toolset Custom fields are stored using a wpcf- prefix in the post meta table so if when searching for the fields you will be required to search with the wpcf- prefix.
