Methods and systems for a browser extension application are disclosed. In some embodiments, a browser extension application is configured to receive from a browser extension server a regular expression configured to detect a plurality of fields in a web page and execute the regular expression to detect a transaction field in the web page and automatically populate the transaction field with stored data. The application is further configured to detect an unrecognized field in the web page, provide suggested transaction data, and detecting manual population of the unrecognized field with the suggested transaction data. The application is further configured to providing to the browser extension server an indication of the unrecognized field and receive from the browser extension server an updated regular expression configured to detect the unrecognized field in the web page.