Recommending products using a matrix factorization approach can:

Choice $1$ of $4$:personalize recommendations to the user

Choice $2$ of $4$:suffer from the cold$-$start problem for new users

Choice $3$ of $4$:incorporate features like "time of day"

Choice $4$ of $4$:none of the above