Providing temporary use of on-line non-downloadable software and applications using artificial intelligence for knowledge management and instant contextual response generation using advanced language models; software equipped with features for natural language processing, machine learning, and artificial intelligence to quickly link questions with relevant insights; capabilities include instant answer generation, response source attribution, content prompting, performing a variety of tasks, visualization of topic connections, regeneration of results based on parameters, and seamless integration with various knowledge repositories, file folders, databases, and cloud storage systems; designed to access and manage unstructured data, including but not limited to documents, text, video, and audio; enables collaborative knowledge sharing and content sourcing from third-party systems.