From dropping middle names to hallucinating details that were never mentioned in the first place, mistakes are commonplace in Large Language Model (LLM) data extraction. Here’s how we’re embracing automation to extract entities and turn them into structured risk data (with a healthy dose of scepticism and human moderation).