disability benefits estimation using current official rates. Its tools are designed to run client-side in the browser, with formulas and reference data kept in line with game publishers, tax authorities, and government compensation tables. ForgeAPIs also offers production-ready APIs for fraud detection, risk assessment, and data validation that are accessible via key-based authentication in HTTP headers. These services are intended for gamers, consumers, small businesses, and developers who need accurate, up-to-date calculation utilities and embeddable endpoints.