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
Purchase order processing is one of those critical enterprise workflows that often becomes a bottleneck. Documents arrive in inconsistent formats, critical information is scattered across pages, scans and digital PDFs are mixed freely, and even basic assumptions—such as where totals or reference numbers appear—vary wildly. While many organizations rely on manual effort to bridge these … Read more
In the previous post, we outlined the solution approach and high-level architecture. That discussion focused on the “what” and the “why.” Now, we turn our attention to the “how.” This post details the technology stack, service boundaries, and specific AI model choices that power our AI-assisted Purchase Order Processing system. We have selected a stack … Read more