Fiat Chrysler Automobiles NV plans to open a new vehicle factory in Detroit, according to people briefed on the plan, the first new U.S. assembly plant to be built by a major domestic car maker in at least a decade.

The Italian-American auto maker plans to make a sport-utility vehicle at the new factory as part of its efforts to expand its iconic Jeep brand, the people said.

Fiat...