Im not so sure. I think this is more of a question about taking arbitrary, undefined, or highly variable unstructured data and transforming it into a close approximation for structured data.

Yes, the pipeline will include additional steps beyond "LLM do the thing", but there are plenty of tools that seek to do this with LLM assistance.