Revolutionizing Financial Insights: Our advanced classification model leverages NLP and text processing to categorize credit card transactions into 8 distinct areas with unparalleled precision. Achieving over 90% accuracy in transaction prediction, our solution offers users a clear view of their spending habits and curates recommendations to enhance their financial well-being.

Empowering Personalized Financial Journeys: Our innovative k-means clustering model discerns unique user personas based on behaviors, revolutionizing the way we support low-income individuals. By tailoring experiences and providing personalized analytics and support, we guide users toward achieving their spending and budgeting aspirations.

Automate Budgeting Experience: The budget tool leverages an analytical model based on the outcomes of persona clustering and classification model. For each user group (outcome of persona clustering model), we analyze historical transaction data to determine the average spending percentage across different categories. This outcome, combined with an individual's spending history, enables us to craft personalized budget recommendations for each user.

Personalized AI Assistance: The financial agent is powered by AWS Bedrock, ensuring top-tier data security. It utilizes the RAG technique and an enhanced prompt system for precise, personalized responses to users' financial queries. The Claude Instance model is preferred for its cost-efficiency and rapid response times.