Influence Risk Engine for Predicting and Mitigating Reputational and Strategic Influence Exposure

原文（中国語）

A computer-implemented Influence Risk Engine harmonized with FIGS.-, comprising data ingestion [], volatility detection [], exposure mapping [], controversy analysis [], and misalignment detection []. The system computes an Influence Risk Index (IRI) [] and outputs mitigation recommendations [] via dashboards [] and APIs []. The architecture (FIG.), volatility/exposure analysis (FIG.), sentiment monitoring (FIG.), misalignment detection (FIG.), scoring (FIG.), data structures (FIG.), and machine learning pipeline (FIG.) are disclosed.