You have 200,000 support tickets and no taxonomy. Reading a sample gives you the loud categories and misses the long tail, which is where the interesting failures live. Clustering embeddings is the standard answer, and the standard implementation of it has two steps most write-ups skip.
Source: [Dev.to](https://dev.to/multigrid/clustering-embeddings-for-topic-discovery-1i64)