The two sides are set to renew their rivalry in the cup competition on Saturday, FNB Stadium at 18:00.
Amakhosi have not forgotten how The Rockets once denied them an opportunity to end what was then their four-year drought by defeating them 1-0 in the final of the same competition in 2019.
Two years later the Glamour Boys trophy cabinet is still empty, and again it is Galaxy who standing in their way.
Former Chiefs midfielder Jabulani Mendu says the fact that the club bought a lot of quality players at the beginning of the season has put Baxter under immense pressure.
"I think both teams are at a disadvantage based on how many practice games did they play?" Mendu tells KickOff.
"It was a form of a pre-season. What's going to happen tomorrow is, players won't have match fitness.
"Yes, Kaizer Chiefs are lucky because five or six of their players played in the Compact Cup. Again history tells us Kaizer Chiefs have never beaten TS Galaxy. But in this game history don't count.
"Kaizer Chiefs it's seven years they never won a cup, this is the opportunity for them to win a cup. This is the only chance for Stuart Baxter to win them silverware.
"They going to see this as an opportunity to save their season. They wanted Sithebe now in January, they couldn't agree with AmaZulu. A lot is not going their way."