Sandel thinks in terms of loyalties and obligations, and is not coming from a universalist aggregative person-centered axiological perspective. He often makes arguments against performing various welfare-enhancing courses so as to signal/affirm communal loyalty. He's not of the utilitarian school, at least, and hard to capture precisely as a consequentialist.
Many people on Less Wrong believe reducing existential risk is one of the most important causes. Most arguments to this effect point out the horrible consequences: everyone now living would die (or face something even worse). The situation becomes even worse if we also consider future generations. Such an argument, as spelt out in Nick Bostrom's latest paper on the topic, for instance, should strike many consequentialists as persuading. But of course, not everyone's a consequentialist, and on other approaches it's far from obvious that existential risk should come out on top. Might it be worth to spend some more time investigating arguments for existential risk reduction that don't presuppose consequentialism? Of course, "non-consequentialism" is a very diverse category, and I'd be surprised if there were a single argument that covered all its members.