into structured benchmarks that can be compared, monitored, and integrated into existing workflows. Skarnode offers products such as the Country Media Volatility Index and other custom indexes that convert media pressure into geographic and sector risk values. These outputs are delivered through a web dashboard, index tape, and programmatic API access. The platform is used for applications in market intelligence, geopolitical monitoring, shipping and route risk, energy and commodities analysis, sovereign risk assessment, and forward looking research.