The male driver drove into the front glass doors at the Dior showroom at 900 North Rush Street at around 3:44 a.m.
According to police, he was not able to get inside the store or take any merchandise.
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The suspect took off from the scene, leaving the Jeep behind, police said.
No one is in custody, police said.
Area Three detectives are investigating.