Pre-ingestion verification for epistemic quality in RAG systems. Use when reviewing documents before they enter knowledge bases, checking if claims could be misinterpreted as facts, or validating that hypotheses are clearly marked. Triggers on "clarity gate", "check for hallucination risks", "can an LLM read this safely", "review for equivocation", "verify document clarity", "pre-ingestion check".