100% agree. I'd refine it slightly by saying it isn't just a recommendation we want, it is presenting us with the logic under the hood in terms of HOW it made the decision--not what the decision was.
If it told me it recommended the restaurants along with commentary like "you really liked X at another place, and this place has been voted to have comparable X, plus it is close by and you've had a long day and need to get up early tomorrow" that would be super useful and help me reach my own conclusion faster.
If it told me it recommended the restaurants along with commentary like "you really liked X at another place, and this place has been voted to have comparable X, plus it is close by and you've had a long day and need to get up early tomorrow" that would be super useful and help me reach my own conclusion faster.