The accumulation of phosphogypsum (PG) poses environmental risks. This study investigates the feasibility and performance of one-part geopolymers derived from a ternary system, where raw phosphogypsum (PG) partially replaces ground blast furnace slag (GBFS) in combination with fly ash (FA). The effects of raw PG on geopolymerization kinetics, mechanical properties, and efflorescence were examined. PG addition affected compressive strength, gel formation, and efflorescence. An optimal PG replacement rate of 10–20 % for GBFS was identified to balance the positive effect on ettringite formation and the negative impact on gel phase formation. Using a composite alkali activator, combining NaOH and Na2SiO3, promotes strength development and enhances the anti-efflorescence properties of one-part geopolymers synthesized with PG. One-part PG-incorporated geopolymers demonstrate excellent performance in the fixation of heavy metal contaminants in raw PG, offering a more convenient and safer alternative to conventional two-part synthesis methods.