If you want a platform to analyze YouTube comments and spot trends and patterns, Orange AI is a good option. It lets YouTube creators see what their audience likes and dislikes and what they're saying about their videos almost instantly. Orange AI can spot trends like what people like, what they're asking for and what they don't like, and even can generate automated replies to comments. The tool can help you respond to your audience more efficiently and make better content decisions, and it can help you understand your audience better.
Another option is Video Mood, which offers AI-powered summarization of YouTube videos and comments. It includes sentiment analysis and can be used with Open AI API keys. The system is designed to help content creators and researchers quickly understand the gist of videos and comments, which can be useful for understanding engagement and video performance.
For a more general text analysis tool, MonkeyLearn is an all-in-one text analysis and data visualization studio. It's not specifically designed for YouTube comments, but it offers tools for sentiment analysis and data visualization that can be useful for spotting trends in any text data. It can be integrated with other apps and business intelligence tools, so it can be used for a variety of data analysis tasks.