We are organizing an upcoming workshop on optomechanical architectures for new physics searches through force signatures on scalable arrays of mechanical resonators. The workshop is sponsored by an APS Moore Foundation Fundamental Physics convening award and co-sponsored by the JILA NSF Physics Frontier Center and JQI.