Rootlenses Insight connects directly to operational or analytical databases used by core banking systems through standard connectors for engines such as MySQL, PostgreSQL, SQL Server, Oracle, or modern data warehouses. The platform does not require modifications to the core system, as it securely accesses the database layer and automatically interprets the schema to enable natural language queries and automated report generation.