Soren analyzes daily SAST and SCA findings by extracting vulnerable code and retrieving the surrounding logic from source repositories. It then uses a fine-tuned LLM and a Code Property Graph to search for similar, semantically equivalent patterns across all codebases. Each variant is linked to the responsible developer and mapped to its associated CWE. When repeated issues are detected, Soren assigns targeted training to help developers improve. This automated feedback loop embodies a true shift-left approach and actively contributes to growing security champions within your engineering teams.

Soren analyzes daily SAST and SCA findings by extracting vulnerable code and retrieving the surrounding logic from source repositories. It then uses a fine-tuned LLM and a Code Property Graph to search for similar, semantically equivalent patterns across all codebases. Each variant is linked to the responsible developer and mapped to its associated CWE. When repeated issues are detected, Soren assigns targeted training to help developers improve. This automated feedback loop embodies a true shift-left approach and actively contributes to growing security champions within your engineering teams.