Abstract: Techniques relating to delivering multi-source content and contextual affiliate links are disclosed. A method for delivering multi-source content and contextual affiliate links by a conversational interface may include ingesting content associated with a content creator, normalizing and/or transforming the content, tagging the content with metadata, thereby generating enriched content, generating a vector representation of the content, storing the enriched content and the vector representation of the content in a vector database, performing content matching between a user query received by a conversational user interface, and outputting a response to the user query comprising multi-source content.

Abstract: Disclosed are systems and methods for leveraging audio data for insights. A method for leveraging audio data for insights may include receiving a primary source, by which an audio source may be accessed, identifying the audio source, extracting an audio source identity from audio source metadata associated with the audio source, extracting a snippet from the audio source, which expresses one or more sentiments, generating value-add data for the audio source, generating a score indicating one or more sentiments, and reporting the audio source identity, the snippet, and the value-add data. The audio source may be one of a company executive source, a company source, a company specialty source, and a company organization type source, or a combination thereof.