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Inference Confidenz is a specialized monitoring tool designed to provide transparency into Claude's internal certainty when generating code or documentation. By analyzing response quality, task completeness, and the presence of hedging versus definitive language, it assigns a confidence percentage (0-99%) to every interaction. This allows developers to instantly gauge the reliability of an AI-generated solution, making it easier to identify potential hallucinations or areas requiring manual review during complex development workflows.