Confidential AI Collaboration Platform. A new way to process data in the cloud, whether public or private, using a breakthrough new hardware and software technology. Multiple parties can come together to process data while preserving their ownership and rights. Online serving of data processing results and enablement of new business models made possible through a novel technology platform. Analysis of Original Data with Scalable Zero-Trust Confidentiality With the Multyx SaaS platform and its intuitive UI, companies can easily and cost-effectively collaborate with AI partners on analysis of sensitive data, while preserving data confidentiality, at a large scale. A unique capability enabled by the platform is analysis of original data as-is, while confidentiality and security are preserved by cloud or on-prem hardware mechanisms based on standard computing equipment.