Aris Machina develops AI software for industrial research and manufacturing teams in sectors including batteries, biopharma, robotics, defence and aerospace. Its Agentic Operating System connects machine signals, business systems and engineering data to support analysis and operational decisions. Protos provides an AI workspace for R&D, modeling, simulation and product validation. Gemba supplies AI agents to help shopfloor teams troubleshoot equipment and address production and quality problems. Its Ontology Toolkit links knowledge across product development and production.