Expanso and Jev demonstrate a hybrid log-processing system combining deterministic rules with AI judgment. A severity-only baseline routes logs by level alone, while the pipeline adds contextual analysis—occurrence counts, time windows, and model scoring—to improve routing decisions. The system remains inspectable by showing baseline versus model-assisted decisions side-by-side.