Amazon Comprehend is a natural language processing (NLP) service that uses machine learning to find insights and relationships in text. It is the right choice for analyzing social media feeds and extracting sentiments, key phrases, and entities without the need for machine learning expertise. Other services, like Amazon Translate and Amazon Rekognition, have specific use cases. Amazon Translate is used for language translation, while Amazon Rekognition is used for image and video analysis.