Abstract: Embodiments of the present invention provide systems, methods, and computer storage media for in-app video navigation in which videos including answers to user provided queries are presented within an application. And portions of the videos that specifically include the answer to the query are highlighted to allow for efficient and effective tutorial utilization. Upon receipt of a text or verbal query, top candidate videos including an answer to the query are determined. Within the top candidate videos, a video span with a starting sentence location and an ending location is identified based on the query and contextual information within each candidate video. The video span with the highest overall score calculated based on a video score and a span score is presented to the user.