Complex sentence: For a while they did search for another band member, as they would later explain: We previously did try to expand to a quartet with an extra guitarist.
Split into simpler sentences: For a while they did search for another band member. The other reason was that perhaps the band could do with a second guitarist: We previously did try to expand to a quartet with an extra guitarist.