Map pack ranking reflects local SEO signals, not business quality, so a competitor with a more complete profile, consistent citations, and stronger reviews outranks a better business that neglected those. Google ranks what it can read: profile completeness, NAP consistency, review velocity, and site relevance. These are fixable, and correcting them usually closes the gap.