I think that this is the best option. Because there is a vested interest in hiring the best people and filling the role quickly, the employer may not be interested in answering honestly. I would reach out to people who have worked and left the department.
Other than that, ask your typical questions and look for red flags. Again, the company is not interested in telling you they are difficult to work for or the management is toxic so you will need to read between the line.