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    "title": "Contact Classifier Department Seniority Role Verification",
    "description": "Contact title in, department and seniority out, plus a check on whether the person still holds the role at that company. Runs a deterministic title ladder with no API key needed. Bring your own LLM key only for the small share of titles the rules cannot place.",
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