Textile Heritage Meets Industrial AI
Gaston County once produced more yarn than anywhere else in the world, and while peak production has long since shifted overseas, the specialty textile industry that remains is technically demanding and increasingly ML-aware. Companies like Parkdale Mills (headquartered just outside Gastonia in Cherryville) operate large yarn-spinning operations with significant computer vision and predictive maintenance investment. Specialty fiber and technical-textile producers throughout Gaston, Lincoln, and Cleveland counties run quality control AI on fabric inspection, color matching, and tensile strength prediction. The modern textile work in this region is often tied to nonwovens, medical fabrics, and technical applications rather than apparel. This makes it more interesting for AI engineers than commodity manufacturing—the materials science is real, the quality requirements are tight, and the data is rich. Gaston College's textile technology program, one of the few remaining in the country, partners with industry on applied research and produces graduates with hybrid materials-and-data skills. FreightCar America operates a major railcar production facility in Roanoke, but its corporate operations and a portion of engineering activity touch Gastonia through the broader rail-supplier ecosystem along the Norfolk Southern and CSX lines that run through the city. Predictive maintenance, telemetry analysis, and rail-side computer vision projects flow through this corridor, with consultants splitting time between Gastonia, Charlotte, and rail customer sites across the Southeast. Senior industrial AI engineers in this niche earn $115K-$165K.