Just curious, do you think this same strategy could work for finding someone to date? Cold emailing asking for a cup of coffee? Do I need to sneak in a hidden agenda?
If it is entirely out of the blue and you have nothing in particular to discuss, it might come across a bit weird or creepy. Expanding your social circle is probably a great start though.