Companies are addressing production scalability and cost-effectiveness in graphene battery manufacturing by investing in automated production processes and optimizing supply chains for raw materials. They are also exploring novel synthesis methods such as roll-to-roll processing to increase efficiency and reduce costs while maintaining product quality.