I agree. The cover and title catch my eye first. I like to see interaction between the couple on the cover and I like when the cover matches the description of the characters in the book.
Next I read the description of the story. Then I read the reviews, both the higher rated reviews and the lower rated reviews.
If the book is by a favored author I purchase regardless of the ratings or description. I guess I am a loyal follower.