ai assisted

AI-Assisted POP: Human Review Interface, ERP Posting, and Retraining Execution

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At this stage, the AI has done its heavy lifting. It has “seen” the document, reasoned about its content, and provided a structured response. But in an enterprise environment, “high probability” is not enough. We need certainty. This post details the Human-in-the-Loop interface—the cockpit where operations teams transition from data entry to exception management. 1. … Read more

AI-Assisted POP: Document Ingestion, AI Inference, and Human-Driven Workflow

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The design of this system intentionally prioritizes simplicity, determinism, and human authority. We use AI to power the heavy lifting of extraction, but the workflow is triggered and managed by explicit human actions. This post details the operational workflow, from the moment a PDF hits the disk to the moment data enters the ERP. 1. … Read more