Assessing the structural quality of conversations

A computer program product comprising:

• one or more computer readable storage media and program instructions stored on the one or more computer readable storage media, the program instructions comprising:
• program instructions to receive an input of a conversation, in real time, between at least a first user and an automated response system, wherein the automated response system comprises an application that performs an automated task;
• program instructions to analyze an utterance of the conversation to identify a dialog act attribute, an emotion attribute, and a tone attribute;
• program instructions to annotate the utterance of the conversation with the dialog act attribute, the emotion attribute, and the tone attribute;
• program instructions to validate the conversation based on the annotated attributes in comparison with a threshold, wherein program instructions to validate the conversation comprise:
• program instructions to compare each annotated utterance in the conversation to a known database of best practice annotated conversations;
• program instructions to determine a number of violations and a type of each violation using an algorithm selected from the group consisting of:
• a sequence alignment algorithm, an information retrieval method, a sequence-to-one model, and a weighted edit distance;
• program instructions to score each annotated utterance based on the number of violations, based on the comparison of each annotated utterance to the known database of best practice annotated conversations;
• program instructions to rank each utterance based on the scoring;
• and
• program instructions to suggest a response for a second user to make to the first user based on each ranked utterance;
• program instructions to store the annotated conversation and the validation of the conversation;
• program instructions to determine that the validation of the conversation indicates that the conversation has not met the threshold;
• program instructions to transfer the first user to a second user;
• program instructions to retrieve a plurality of stored annotated conversations;
• program instructions to analyze the plurality of stored annotated conversations, wherein the analysis determines a number of violations found in each annotated conversation;
• program instructions to rank each annotated conversation in the plurality of stored annotated conversations based on the analysis;
• and
• program instructions to send at least one recommendation to a third user for improving at least one annotated conversation in the plurality of stored annotated conversations, wherein the at least one recommendation includes a change to a pre-defined dialog.