Business Problem
An Agri commodities trading giantrelied on manual daily reconciliation of trading data sourced from structuredsystems and unstructured PDF documents. This process was time-consuming,error-prone, and created operational risk in financial reporting andcompliance.

Actions Taken
· Automated daily extraction of trading datafrom structured sources and PDF documents.
· Built data pipelines to standardize,validate, and reconcile trading records.
· Centralized reconciled data into a databasefor downstream consumption.
· Reduced dependency on manual back-officeprocessing.
Outcomes Achieved
· Significantly reduced manual reconciliationeffort.
· Improved accuracy and consistency of dailytrading records.
· Strengthened reliability of financialreporting.
· Enabled reallocation of operational resourcesto higher-value activities.
