Future work will include an app interface and a dipstick box barcode scanner. We will train the camera on every major dipstick brand, creating an inventory of color charts; users can then scan their dipstick box, and the device will recognize the brand and calibrate accordingly to its color chart. This eliminates differences across dipstick brands and centralizes analysis, reducing confusion for both at-home and clinical use.