manufacturing networks, verify compliance histories, check certifications, and negotiate baseline costs. The system generates structured factory matches, runs request-for-quote workflows, and produces audit-ready quotes within defined time frames. Saudara AI operates as a broker rather than an open marketplace and incorporates human review into technical and commercial decisions. It supports quality control, milestone tracking, and bottleneck prediction to reduce delays and production issues. The service is designed to help brands secure more transparent pricing and shift from large upfront deposits toward more flexible commercial terms.