Azospirillum-based inoculants are widely used around the world, particularly across South America, due to their well-documented agronomic benefits in crops such as maize, wheat, and soybean. When co-inoculated with rhizobia, they enhance nitrogen fixation, root development, and tolerance to abiotic stresses. Liquid formulations dominate the market because of their ease of use and extended shelf life, which is supported by the inclusion of sugars, polyalcohols, or other osmolytes. Industrial-scale production has been made possible through optimized growth media and the use of bioreactors. Solid formulations and encapsulation techniques (such as alginate-starch beads) offer added protection and controlled release of bacteria into the soilSoil. Application methods, including seed coating, in-furrow, and foliar spraying, significantly influence efficacy, with in-furrow and foliar applications offering better compatibility with agrochemicals. Nanotechnology is beginning to play a role in improving delivery and nutrient uptake, though careful control of dosage is essential to avoid phytotoxic effects. Precision agriculture tools, such as drones and geospatial modeling, are being used to better assess inoculant performance in the field. Regulatory frameworks in various countries ensure quality through microbial counts, purity tests, and strain identification. Agronomic effectiveness is evaluated through germination rates, biomass and yieldYield measurements, and nitrogen use efficiency. Stress resilience is further supported by poly-β-hydroxybutyrate (PHB) accumulation and biofilm formation. Together, these innovations are promoting the successful integration of Azospirillum into sustainable agriculture.