ROXANNE (Real Time Network, Text, and Speaker Analytics for Combating Organized Crime) was a research and innovation project funded under the EU Horizon2020 Programme that was officially launched in September 2019. The 40 months long project led by the Idiap Research Institute brought together 25 partners, including 11 LEAs, SMEs and representatives of industry and academia from 15 countries. ROXANNE focused on privacy-aware criminal network analysis enhanced by AI technologies supporting multilinguality (specifically EU languages) and mutimodality (speech, text, video, metadata) to provide LEAs with an efficient legal framework and technical tools to track and uncover criminal identities. INTERPOL’s participation helped to safeguard the developed tools’ compliance with applicable legislation in the area, including with the INTERPOL Rules on the Processing of Data. The technological developments provided in the ROXANNE analytical platform enable LEAs to achieve a significant increase in the speed of investigation processes and an improvement in the identification of individuals in the scope of criminal cases where large amounts of lawfully intercepted communications are analysed.