This workflow automates the synthesis of fragmented threat intelligence—sandbox outputs, CVE feeds, dark web chatter, and internal incident logs—into a unified forecasting model. It eliminates the manual, reactive analysis that leaves security teams perpetually behind emerging campaigns. The operational upside is measured in reduced dwell time, optimized analyst focus, and the ability to pre-deploy signatures or hunting queries before an attack wave hits, directly improving security ROI through proactive resource allocation.




