Update:
I did actually manage to fix this issue following the steps provided here 
https://support.plugable.com/t/brand-new-unboxed-monitors-not-being-seen/20710
TLDR: Reinstall graphics drivers with TB3 unplugged, replug after reinstall.
Thanks,
AJ