The client provides financing and payment options for a wide range of dental services nationwide. To prepare a patient finance report, they need to manually gather the necessary information from multiple sources, which often come in various formats. This time-consuming process was not only prone to errors and missing data, but was ultimately preventing the company from scaling their services based on demand.

To combat this, the client requested a modernized patient finance reporting system that would gather and update the needed information in real time. A well-architected system must not only consolidate this data but also ensure its accuracy, consistency, and reliability before it can be used for meaningful analysis.

Furthermore, the client needed advanced data processing capabilities, including dynamic filtering, transformation, and high-speed analysis of large and continuously growing datasets. Given the real-time nature of data updates, the system must be designed to ingest, process, and reflect changes with minimal latency, ensuring that the latest insights are always available.