AI agents within the Taash ecosystem typically comprise a Knowledge Base, Reasoning Engine, Conversation Manager, and Action Framework. These components enable agents to engage in structured conversations, managing context and executing actions like checking availability and creating bookings. This facilitates a streamlined process from initial enquiry through option exploration, needs clarification, and negotiation to booking confirmation, optimising the guest experience and enabling orchestrated trips.