Decision tracing and audit trails

Hamilton Parish Consulting LLC builds narrow, task-scoped AI agents for small businesses and solopreneurs, covering customer support, session tracking, lead intake, and expense handling. Agents are integrated with tools clients already run and are built with full decision tracing, confidence scoring, and human-in-the-loop escalation so clients can verify the agent is doing its job.

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Confidence scoringCustom AI agent developmentHuman-in-the-loop escalationProduction deployment and testingQuality and drift monitoringTeam training and ownership transferthird-party API integration