Combine knowledge graphs and large language models to speed up criminal network analysis

Network analysis can identify criminal leaders with with 92% accuracy – a precision that manual investigation rarely achieves. But even with this mathematical precision, the volume of insights generated from criminal networks can overwhelm human analysts, leaving critical intelligence buried in complex data relationships.

The breakthrough comes when network analysis combines with large language models for automatic report generation. While algorithms can identify key players and organizational structures with unprecedented accuracy, manual examination of social networks remains “difficult, time consuming, and arbitrary, making it more prone to error,” according to the FBI Law Enforcement Bulletin. The challenge isn’t just discovering criminal relationships—it’s synthesizing vast amounts of network intelligence into actionable reports that investigators can immediately use.

A two-phase technology solution
Knowledge graphs solve the first challenge by consolidating intelligence from multiple sources into a unified network structure. Every offender, crime, location, and time becomes a connected data point, revealing the complete landscape of criminal relationships. Sophisticated algorithms then identify criminal communities, rank individual influence, and map operational structures with the precision that enabled police to collapse entire organizations through targeted arrests.

Lees verder via policinginsight.com

Weten hoe je de veiligheid en leefbaarheid in uw gemeente verbetert? Kom dan naar de HCB Seminarreeks Topsprekers in Veiligheid 2025, die plaatsvindt op 1 oktober, 12 november en 26 november. Met drie middagsessies die diverse thema’s behandelen, waaronder: Jeugdcriminaliteit, Artificial Intelligence (AI) en omgaan met personen met onbegrepen gedrag.  Kijk voor meer informatie en inschrijving op haagscongresbureau.nl. Met onder andere Hans Moors (partner van EMMA), Dr. Evelyn Heynen (universitair docent Klinische kinder- en jeugdpsychologie Open Universiteit), Michael Kowalski (hoogleraar Applied Ethics in Intelligence and Security) en Dr. Ruben Timmerman (onderzoeker Erasmus Universiteit Rotterdam).