The musician, who dated Jessica Simpson and Cameron Diaz, was seen flirting with Scherzinger at Club Villa in Los Angeles last week, reported FemaleFirst.
A client at the club stated, "They were chatting and getting really close – she was into it. They left within minutes of each other."
Mayer’s publicist has not given any information about the relationship.