As part of the Advanced Quantitative Precipitation Information (AQPI) project, high-frequency (i.e., C and X band) high-resolution gap-filling radars are being deployed over the Bay Area to improve precipitation observations and investigate the detailed precipitation microphysics over such complex terrain. To date, two X-band radars have already been deployed and collected a substantial set of precipitation measurements that contribute to the development of local radar rainfall algorithms. This paper presents the preliminary design of a real-time rainfall system for the gap-filling AQPI. In particular, the dual-polarization-based rainfall relations are developed. Case studies during the 2017-2018 winter storm season are presented. The high-resolution rainfall products are evaluated through cross-comparison with surface rain gauge observations. Results show that rainfall products generated by the AQPI radars have better performance compared to the operational products currently available in this particular domain.