Your property tax is based on the price you pay. If you do major improvements that require permits, the county will reassess to take into account the cost of those improvements. Your tax has nothing to do with your neighbors. Nearly identical houses on the same street can pay vastly different property taxes based solely on when they bought. That is one of the reasons many people object to Prop 13.
