Modal AI develops a novel knowledge representation and reasoning system that can guide, oversee, and explain human and technical actions in situation-relevant ways to support compliance, quality, and reduced error and cost. The company's horizontal technology is of particular value to developers in verticals where operations are regulated yet occur in unpredictable work environments. These can include industrial operations, defense, healthcare, legal compliance during operation, and other types of real-world autonomous and decentralized operational environments. Modal AI's technology is also well suited to solutions that include no-code/low-code capabilities to enable customers to develop, deploy, and evolve custom action-oriented reasoning systems. One of Modal AI's key objectives is to offer a new kind of hardware accelerator and symbolic AI-based technology stack that would significantly reduce the power needed while offering advanced symbolic AI-based capabilities to developers, users, and operations. Modal AI's technology is applicable to embedding action reasoning in lower power edge-based systems as well as significantly reducing processing for hybrid systems in the cloud, making a significant contribution to sustainability across various industrial verticals.