At least for controlled substances, it is definitely not that simple. Patients can run into situations where pharmacies refuse to tell them if they are able to fill a prescription until it is actually written for them. However, if they are not able to fill it, the doctor is hesitant to write a new prescription for a different pharmacy because it could look like they are writing the patient multiple prescriptions for the same drug.