Clustaar developed a cloud-based conversational-AI and chatbot platform focused on customer service, sales acquisition, media, and short text conversations. Its platform provides visual flow design, proprietary natural-language processing, chatbot templates, multilingual and channel capabilities, and integrations for service-management, marketing, and e-commerce use cases. Public information indicates that Clustaar’s business underwent ownership and structural changes after the period covered by the paper.[3][7]