Traditional air-dried meat from Ordos, Inner Mongolia, is a distinctive fermented meat product with unique ethnic and regional features. However, systematic studies on its quality and flavor variations across production regions remain limited. This study characterized 15 traditional Ordos air-dried meat samples (3 biological replicates per region) from five representative areas (Dalad Banner, Otog Banner, Otog Front Banner, Wushen Banner, Ejin Horo Banner) via physicochemical analysis, high-throughput 16S rRNA gene sequencing, and GC-MS. Results showed pH 5.63–5.73 and water activity (Aw) 0.61–0.66. Wushen Banner samples had significantly lower TVB-N and TBARS contents. Proteobacteria and Firmicutes dominated, with marked regional divergence at the genus level. Ninety-one volatile compounds were identified, 11 as key odor-active components. This study clarifies regional quality discrepancies and interrelationships among microbiota, flavor, and physicochemical traits, providing a theoretical basis for process optimization and industrial development.

Air-dried mutton is a traditional, culturally significant meat product, yet its spontaneous fermentation is inherently constrained by unstable microbial communities, leading to batch-to-batch quality inconsistency and potential food safety hazards. Elucidating whether composite starter cultures can modulate the microbiota and enhance product quality is therefore critical for standardized industrial processing. Herein, we investigated the effects of a defined starter culture (composed of Lactiplantibacillus plantarum and Pediococcus pentosaceus in a 2:1 ratio, with a total inoculum of 10⁸ CFU/g) on the quality and flavor of air-dried mutton, comparing inoculated samples (FJ) with naturally fermented controls (ZR). The fermentation was conducted at 30 °C and 95% relative humidity (RH) for 24 h, followed by air-drying at 4 °C for 21 d, with all assays performed in three biological and three technical replicates. Starter inoculation significantly reduced the pH, water activity (Aw), total volatile basic nitrogen (TVB-N), and thiobarbituric acid reactive substances (TBARS) values while improving sensory acceptability (p < 0.05). Amplicon sequencing analysis revealed a lactic acid bacteria (LAB)-dominated microbiota in FJ samples, with elevated abundances of Pediococcus and Lactobacillus and reduced abundance of Pseudomonas. The inoculated group also exhibited altered eicosapentaenoic acid content and a more diverse volatile flavor profile, with eight key aroma compounds positively correlating with LAB abundance. These findings demonstrate that composite starter inoculation improves physicochemical quality, stabilizes the microbial community, and enhances flavor in air-dried mutton. Further mechanistic validation and scale-up trials are required to confirm industrial applicability.