Methods and systems for identifying audio and video entertainment content are provided. Certain shortcomings of fingerprint-based content identification can be redressed through use of human-reviewers in a first party's social networking site environment. Access to a copy of a possible fingerprint-based match of user uploaded content is provided to a second party via a queue of an online interface provided by the first party. In response to providing access to the copy of the user uploaded content, manual human assessment data is obtained from the second party through the online interface. The manual human assessment data indicating a result of a comparison of the copy of the user uploaded content and data associated with reference content by one or more human reviewer(s). The manual human assessment data is used in concluding that the reference content corresponds with the user uploaded content.