The Early Warning System (EWS) analyses bank statement data in PDF format to generate insights into a customer's financial behaviour and potential risk exposure. It provides structured information on salary transactions, loan transactions, cheque or payment bounces, circular transactions, recurring transactions, end-of-day balances, monthly summaries, and fund transfers. It also includes GST-related insights, GST triangulation, bank fraud control unit (FCU) information, and audit observations, where supported. EWS helps lenders and financial institutions strengthen credit assessment, monitor financial activity, and make more informed risk decisions.