Kebotix

Enable IT teams to be more proactive and agile with VMware Cloud Foundation Operations (formerly VMware Aria Operations) — a self-driving IT Operations Management platform for private, hybrid and multi-cloud environments that incorporates AI and predictive analytics. Automate and simplify operations management with VMware Cloud Foundation Operations. With full-stack visibility from physical, virtual and cloud infrastructure—including Virtual Machines (VMs) and containers—to the applications they support, VMware Cloud Foundation Operations provides continuous performance optimization, app-aware intelligent remediation, and integrated compliance. It is available on premises and as-a-service. Trust self-driving operations for your most demanding applications from the IDC market leader for four consecutive years. Use VMware Cloud Foundation Operations on premises or as a cloud service. Consume standalone, as part of Aria Suite.

Atinary's Self-Driving Labs (SDLabs) platform is an AI and machine learning solution designed to digitize and automate R&D workflows, enabling traditional laboratories to transition from manual experiments to autonomous experimentation. It facilitates the design and optimization of experiments through a closed-loop system that integrates AI-driven hypotheses, predictions, and decisions. Key features include multi-objective optimization, database management, workflow orchestration, and real-time data analytics. Users can define experiments with constraints, allow the ML algorithms to decide on subsequent iterations, run experiments (with or without robotic assistance), analyze data, and retrain models with new data, thereby accelerating the discovery of better, cheaper, and greener products. Atinary's proprietary algorithms, such as Emmental for non-linear constrained optimization, SeMOpt for transfer learning in Bayesian optimization, and Falcon.