Because of exactly the type of situation you outline, I use pencil and paper. In the situation you describe, you don’t know whether the mistake is in your model or the steady state computation. If it is in the model and you run a numerical solver, it will then find the steady state for a wrong model. Having the steady state analytically allows you to debug based on the discrepancy.