LSI is a method used to analyze documents and discover statistical co-occurrences of words, providing insights into their topics. It helps solve problems related to synonymy and polysemy, improving information understanding by finding the contextual relationship between words. LSI predicts the meaning of a word by analyzing the words that appear with it in a document, using techniques like document analysis and word vectors.