Explaining the ‘why’: Our vision for AI-powered alert transparency (part one)

Expel introduces AI Resolutions (AIR), a feature in Expel Workbench that uses a reasoning language model to generate clear, data-backed explanations for why alerts are benign, while keeping analysts in the loop for final judgment. The post details the AIR workflow (analyst decision, data retrieval, AI inference, response storage, and evaluation) and explains why AI was chosen over templates or manual writing to achieve transparency, precision, and consistency, with technical details to follow in a subsequent part.