In the contemporary digital age, the pervasive spread of propaganda, misinformation, and fake news poses significant threats to societal cohesion and the integrity of democratic systems. These malicious forms of information have the potential to polarize public opinion, creating deep divisions within communities and undermining social harmony. The CheckMate project, co-funded by the European Union, emerges as a crucial initiative aimed at countering these multifaceted threats.