"You Caught My Eye" is a masterclass in 80s music production, blending elements of pop, rock, and R&B to create a distinctive sound. The song features a lush instrumental arrangement, complete with sweeping strings, pulsing synths, and a driving beat. Boucher's vocal performance is characterized by her impressive range and emotional intensity, effortlessly conveying the song's themes of love and longing.