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AI Assisted Purchase Order Processing – Implementing Inference Service

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In the previous architectural deep dives, we defined what we are building: a Purchase Order processing system powered by Vision-Language Models (VLMs). Now, we shift gears to how we build it. This post serves as the engineering log for setting up the core AI Inference Service. We will configure the environment, deploy the Qwen2-VL-7B-Instruct model … Read more

AI-Assisted Purchase Order Processing: A Practical Proof of Concept

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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