1) Background: This study focused on the validity of audible replies to voice queries in gyneco-logic oncology by Siri, Alexa, Google, and Cortana virtual assistants (VAs).; (2) Methods: 21 evaluators analyzed VA audible answers to voice queries related to gynecologic oncology. A 3-tier template was utilized for each voice query: “X?” (A), “What is X?” (B), and “Define X?” (C) in a 24-question panel, allowing questions to be posed in different formats to assess the VAs at a greater depth. Responses were scored using a rubric designed to assess the validity and quality of each answer; (3) Results: For general queries, Google provided the most correct audible replies (ncorrect = 20; 83.3% correct), followed by Alexa (ncorrect = 16; 66.7% correct), Siri (ncorrect = 11; 45.8% correct), and Cortana (ncorrect = 5; 20.8% correct.; For Gynecologic Oncology related queries, Google also provided the most correct audible replies (ncorrect=222; 18.14%), followed by Alexa (ncorrect=75; 6.51%), Siri (ncorrect=55; 5.46%), and Cortana (ncorrect=23; 2.28%). (4) Conclusions: The audible replies to oral queries on gynecologic oncology topics varied between Siri, Alexa, Google, and Cortana. Google’s audible reply accuracy was superior to audible replies by Siri, Alexa, and Cortana. Since there is room for considerable improvement in VA performance, the authors advise caution when using VAs for medical queries in gynecologic oncology.