Azure Bot Service is the most suitable choice for building a conversational AI solution that can integrate with multiple platforms such as Microsoft Teams, Microsoft Cortana, and Amazon Alexa. This service provides all the necessary tools and functionalities to develop, test, and deploy intelligent bots that can communicate across various channels seamlessly.