---
title: "Discussion on \"AI Should Not Make the Supply Decision: Designing Human-in-the-Loop Exception Management for Pharma Supply Chains\" | Hashnode"
description: "Discussion on \"AI Should Not Make the Supply Decision: Designing Human-in-the-Loop Exception Management for Pharma Supply Chains\". A practical architecture for using AI to detect, organize, and explain supply-chain exceptions while keeping critical decisions under human control."
url: "https://hashnode.com/posts/ai-should-not-make-the-supply-decision-designing-human-in-the-loop-exception-management-for-pharma-supply-chains/6a86c95c1e12d91fc7bebf25"
---

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# [AI Should Not Make the Supply Decision: Designing Human-in-the-Loop Exception Management for Pharma Supply Chains](https://gyansolutions.hashnode.dev/ai-should-not-make-the-supply-decision-designing-human-in-the-loop-exception-management-for-pharma-supply-chains?utm_source=hashnode&utm_medium=feed)

A practical architecture for using AI to detect, organize, and explain supply-chain exceptions while keeping critical decisions under human control.

Aug 20 · 8 min read · gyansolutions.hashnode.dev  
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-   [#ai-engineering](https://hashnode.com/tag/ai-engineering)
-   [#enterprise-architecture](https://hashnode.com/tag/enterprise-architecture)
-   [#human-in-the-loop](https://hashnode.com/tag/human-in-the-loop)
-   [#data-engineering](https://hashnode.com/tag/data-engineering)
-   [#pharma-technology](https://hashnode.com/tag/pharma-technology)

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[Gyan Solutions](https://hashnode.com/@gyansolutions)

@gyansolutions · 607 Shelby St, Suite 700, Detroit, MI 48226, United States

  
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Gyan Solutions is a Detroit-area operational systems firm helping mid-sized, operations-driven organizations strengthen the way workflows, systems, data, reporting, automation, and decision-making connect. Our capabilities include operational reviews, systems integration, ERP alignment, custom software development, and AI-enabled decision support designed around real operational needs

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