Methods and apparatus for determining intent of an end-user in a communication session are provided herein. In some embodiments, a method determining intent of an end-user in a communication session through voice analysis may include establishing a voice communication session between a first user device and a second user device, performing a voice analysis process to determine whether the end-user intended to establish the voice communication session, and determining whether to permit voice communications over the established voice communication session based on the voice analysis process performed, wherein all voice communications from the first user device is prevented from being transmitted over the established voice communication session at least until the voice analysis process has completed.