In the customer experience context, unstructured data is typically defined as qualitative data collected in text, audio, or video formats. Natural language processing (NLP), text analytics, and speech-to-text or speech analytics, along with other AI-powered, machine-learning technologies, can be used to quickly gain insights from unstructured data.