Asked by Jake M.
Claude's training cutoff is likely the culprit here—LLMs are snapshot models, not live crawlers. Even if your docs are fresh and well-marked, they might not exist in Claude's weights if they were published or substantially updated post-training. Test this by checking if Claude cites *any* of your competitor content or your own older content; if it does, you're losing to recency, not schema. The fix: build citations on higher-authority legal domains (bar associations, law review journals) that link to your docs, and consider republishing key insights on platforms like LinkedIn or Medium to increase training-data surface area for future model updates.