In mid-2023, BP GROUP FZE finalized a series of internal research and development initiatives focused on building tools for processing and analyzing unstructured data. A system architecture was tested to enable vector transformation of open-source information followed by visualization of relationships between entities.

These projects were part of broader efforts aimed at automated data collection, structuring, and risk detection across various analytical scenarios.