Peer-to-peer federated knowledge-sharing platform for semiconductor stakeholders using AI-powered, federated ML to deliver real-time market intelligence and predict/smooth market fluctuations. Anonymous participation and automated workflows enable secure exchange of insights and products while increasing visibility and transparency across the supply chain.