This Horizon 2020 Innovation Action started in January 2016 and builds a Web-based application to automatically identify newsworthy video content spread via social media, and confirm or reject its credibility using state-of-the-art analytical techniques. webLyzard leads the development of the application and the overall system integration, leveraging the existing video retrieval capabilities of its Web Intelligence platform.