Read the reason
Each direction should relate to the room, purpose or intensity you selected.
Space, purpose, intensity and time narrow the scent-family direction. Clear dislikes filter first; price is not used before product information is approved.


Three useful questions
Tell us where the fragrance will live, when you will use it and what you definitely do not enjoy. That is enough to narrow the choice to a direction that can be explained.
Reading the result
A recommendation should connect to your answers and reduce the field, not pretend to decide for you.
Each direction should relate to the room, purpose or intensity you selected.
One or two clear directions are easier to understand than a crowded catalogue.
A digital guide narrows the field; personal scent experience still matters.