
How might we help Singaporeans with multiple bank and credit card accounts automatically aggregate their transactions from various file types and formats into a standardised format for easier financial analysis and planning?
Singaporeans who manage multiple bank and credit card accounts struggle with consolidating their financial transactions due to:
Without an efficient way to standardize and aggregate financial data, users are unable to analyze their finances, maximize benefits such as credit card miles, cash rebates, and optimized interest rates. Existing solutions like SGFinDex only provide account balances, but lack transaction-level data aggregation.
How might we help Singaporeans with multiple bank and credit card accounts automatically aggregate their transactions from various file types and formats into a standardised format for easier financial analysis and planning?
Our research began with a survey of 78 working professionals who manage multiple financial obligations, use various banking and payment platforms, and are either interested in or currently practice financial tracking. We supplemented this with in-depth interviews with four, and conducted market analysis of money management apps including Seedly, Dobin, Tosh, Walley, Money Manager, SGFinDex, Spendee, YNAB, Monarch Money and spreadsheet solutions like Tiller.
Our survey reviewed that respondents begin to feel noticeable frustration with tracking when the total number of accounts reaches around 5 or more savings and/or credit card accounts. Here's a breakdown of frustration levels:
Other insights include:
Thus, the frustration with managing and consolidating data from multiple accounts tends to grow noticeably from around 5 accounts and continues to worsen as the number of accounts increases.
Determining the addressable market of Singaporeans who own five or more savings and/or credit cards is challenging due to limited publicly available data. However, we can make an informed estimation based on existing statistics:
If we conservatively estimate that around 35% of these credit cardholders own three or more cards, this would suggest that approximately 1.03 million Singaporeans (35% of 2.95 million) hold at least three credit cards. Additionally, considering that most adults in Singapore have at least one savings account, and many maintain multiple accounts across different banks, a significant portion of these individuals likely hold a combination of five or more financial accounts (including both credit cards and savings accounts). This suggests that the total addressable market of Singaporeans with at least five financial accounts (including savings and credit cards) is approximately 1.03 million, depending on the distribution of multiple savings accounts among this group.
We believe that a unified platform that standardizes and consolidates uploaded bank statements will significantly reduce manual effort and enable users to spend more time on financial analysis and planning.
Our research shows that users spend up to 3 hours manually reconciling transactions, and 74% of young adults (25-45 years old) struggle with fragmented financial data.
A web application that helps users aggregate and analyze financial data efficiently by:


Left to right: Zen, Sabrina, Petrina, Nicholas, Cui Xia, Ebin