Paltrow, 41, who got separated from husband Chris Martin in March this year, was seen spending time with Falchuk, 43, in Utah, US two weeks back, reported the Daily Mirror.
Paltrow and Falchuk first met in 2009 after the 'Shakespeare in Love' star appeared in 'Glee', playing a substitute Spanish teacher.