The client, a state government, aimed to streamline its welfare schemes to ensure benefits were delivered only to eligible beneficiaries. However, the government faced significant challenges due to duplicate and fraudulent entries in beneficiary databases, leading to resource leakage and inefficiencies. The need for a robust and scalable solution to detect and eliminate eligibility fraud became critical to improve targeting, optimize resource allocation, and achieve higher savings.