Context Word: fashion. 
Question: PersonX is very into the latest fashions, PersonY is not therefore _ would be the best person to advise you about ankle boots. 
Answer: PersonX
PersonX is very into the latest fashions, PersonY is not therefore _ would not be the best person to advise you about ankle boots.