In a sentence
Play softly, one level above pianissimo.
Piano is the basic soft dynamic. It normally remains in force until a new level or gradual change appears.
Compare p directly with pp, mp, and f. Its meaning is relational: a convincing p leaves room to become both softer and louder later.