Without data on what the agent wants and only on what they are being offered (“I want a sporty car, but not too sporty; Car A is closest, but still not quite right, too bad”), you’ll be fitting the wrong hill to run up.
Perhaps the missing variable is cost.
Perhaps the missing variable is cost.