It's not that the QB exchange rate was different with my exchange rate. I am ok to use QB exchange rate.

The problem is QB not using the exchange rate when Matching bills in Banking.

When I "Match" a bank transaction to a bill, it uses "1" as the exchange rate. There was no problem to "Add". If I use "Add" for the transactions, it correctly apply the exchange rate.