Dear Duty Roulette:

[Eidolon]

I have the same issue, but I always see someone in range so I assume they picked it.

Interestingly, most the time I see people in Artifact armor / relic+1 weapon running it. Just the last party I did had everyone synched down to 20, so there must've been some better dungoun it could've chosen. =/