I strongly agree with it. In fact, data scientists need new tools to help their work and AML approaches might be a valuable choice when building a model. As you said, sometimes the domain knowledge is required. For instance, to discover an important non-trivial feature of the model, the domain specialization is welcome. Repeating a cliche, there is no silver bullet.