What if a non Muslim dies without saying the Shahada but believes in Islam

So let’s say there’s a non Muslim brother or sister who has been interested in Islam, learning and planning to revert soon, but they never got the chance to say the Shahada and fully convert because they died before learning more and saying the Shahada, What would happen to them as in would they be considered Muslim of Kaffir?