How do you decide which thermodynamic model to use for a new system?

I often have several candidate models for a new system, and the choice between an equation of state, an activity coefficient model, or a fully predictive approach is not always obvious.

The decision seems to depend on data availability, the temperature and pressure range, and how the results will be used.

How do you decide which model to start with, and when do you switch to a different one?