How to determine if a Gaussian mixture model is an appropriate choice for modeling a given data set?

Interview question asked to Data Scientists interviewing at Virta, Juniper Networks, Cruise and others: How to determine if a Gaussian mixture model is an appropriate choice for modeling a given data set?.