Beverly Hills police said they received a call about two burglary suspects at about 9:30 p.m. Saturday and initiated a pursuit.
During the short chase, the two suspects slammed a Mercedes-Benz sedan into a building behind a Petco store at Doheny Drive and Melrose Avenue.
After the crash, the suspects ran off.
Police conducted a door-to-door search with the help of K-9 officers but were unable to find the men.
The search for the suspects was called off for Sunday morning. A detailed description of them was not released.