Phosphorus (P) is an essential nutrient for maize growth, significantly affecting both yield and quality. Despite the typically high concentration of available P in black soils, the efficiency of crop uptake and utilization remains relatively low. This study aimed to evaluate the effects of different P fertilizers on maize yield, root growth parameters, and P use efficiency to identify strategies for optimizing P management in black soil regions. Field experiment results indicated that the combination of ammonium polyphosphate (APP) with other P fertilizers led to variations in yield and P fertilizer absorption efficiency. Various P fertilizers were tested, including diammonium phosphate (DAP), ammonium polyphosphate (APP), fused calcium magnesium phosphate (FCMP), a combination of DAP and FCMP (DAP+FCMP), and a control with no phosphate (CK). The results indicated that P application significantly increased maize yield, with APP (171.8 g/plant) outperforming other P application treatments. Different P fertilizer types significantly affect soil P content and the composition of P fractions. APP significantly increased both the total P (TP) and the proportion of inorganic P (Pi). Furthermore, APP application significantly improved root length (RL), surface area (SAR), and root activity (RA) compared to CK, leading to enhanced nutrient absorption. APP also significantly increased P uptake and utilization (REp, FPp, AEp, PHI, and PAC). In summary, by optimizing plant biomass and P uptake, APP can directly and indirectly influence maize yield. Improving rhizosphere properties through the selection of suitable fertilizer types can enhance fertilizer use efficiency and increase maize production.