sentiment analysis

AI Social Listening Fails at the Data Layer, Not the Model

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social listening

Direct answer: AI social listening is only as good as the data your vendor can legally and affordably collect, and the sentiment accuracy figures vendors publish cannot be compared with one another. Before you buy, measure the tool on 300 of your own labeled posts and check which platforms it can read and at what … Read more

AI Social Media Analytics: Where the Numbers Quietly Break

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AI social media analytics - 1

Direct answer: AI social media analytics uses machine learning, and increasingly large language models (LLMs), to collect posts, label them (sentiment, topic, emotion) and aggregate the labels into reports and alerts. Most errors enter at three points vendors rarely discuss: what data you can access, how platforms redefine their metrics, and how the labels get … Read more