Capt. Ron Vigil said police are also looking for a 2000s beige Dodge minivan the two were seen driving.
He said one of those suspects is believed to go by the name of Jeremy.
Vigil did not say how many were killed or identify any of the dead by name or gender, or say what led to the shooting. He also did not elaborate on why officers think one of the persons of interest is named Jeremy.
On their official Twitter page, Rio Rancho Police called the shooting an “isolated incident” and assuring that there is no “apparent threat” to the public.