Multi-cloud networks are a modern approach to managing and utilizing cloud computing resources. They allow organizations to leverage the strengths of multiple cloud providers, while avoiding vendor lock-in and reducing costs. In this context, our R&D segments of Multi-cloud networks are focused on providing organizations with the tools and technologies they need to optimize and manage their multi-cloud networks effectively and efficiently. These segments are leveraging the latest advancements in Artificial Intelligence, Machine Learning, and automation to improve cost, performance, and availability of multi-cloud networks.