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Tristar AI is building an AI native computer vision platform for real-time quality monitoring and human-machine interaction in discrete manufacturing. While most factory lines still rely on manual inspections, inconsistent SOP adherence, and delayed quality audits, Tristar brings precision and visibility to the factory floor through a fully integrated vision stack. Their system captures operator behavior and machine outputs in real time—flagging defects, missed steps, or deteriorating performance before they compound into scrap, rework, or lost production time. Starting in plastics and injection molding, Tristar has built a foundational model architecture that can be rapidly fine-tuned across new lines and facilities, enabling a highly scalable expansion strategy.