---
title: "Discussion on \"Human in the Loop AI as a Production Requirement: A Guide to Control Architecture for Enterprise Success\" | Hashnode"
description: "Discussion on \"Human in the Loop AI as a Production Requirement: A Guide to Control Architecture for Enterprise Success\". 88% of enterprises are running AI. Only 4% are generating meaningful returns. The gap isn't the model — it's everything built around it."
url: "https://hashnode.com/posts/human-in-the-loop-ai-as-a-production-requirement-a-guide-to-control-architecture-for-enterprise-success/6a2ad0ff84c5c6bd97dda233"
---

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# [Human in the Loop AI as a Production Requirement: A Guide to Control Architecture for Enterprise Success](https://linksoft.hashnode.dev/human-in-the-loop-ai-as-a-production-requirement-a-guide-to-control-architecture-for-enterprise-success?utm_source=hashnode&utm_medium=feed)

88% of enterprises are running AI. Only 4% are generating meaningful returns. The gap isn't the model — it's everything built around it.

Jun 11 · 10 min read · linksoft.hashnode.dev  
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-   [#ai](https://hashnode.com/tag/ai)
-   [#machine-learning](https://hashnode.com/tag/machine-learning)
-   [#enterprise-ai](https://hashnode.com/tag/enterprise-ai)
-   [#mlops](https://hashnode.com/tag/mlops)
-   [#software-development](https://hashnode.com/tag/software-development)

## Written by

[Arleen Kaur](https://hashnode.com/@arleen)

@arleen · New York, USA

  
[View profile](https://hashnode.com/@arleen)

As Co-founder of Linksoft Technologies, I’m on a mission to help SaaS and tech companies hire smarter, faster, and without burnout.

As Co-founder of Linksoft Technologies, I’m on a mission to help SaaS and tech companies hire smarter, faster, and without burnout. Linksoft Technologies connects businesses with trusted, pre-vetted talent, cutting through the noise so teams can focus on scaling. Before this, I worked in the iPaaS space, helping businesses streamline systems and scale smarter. That experience taught me the power of efficiency and how much time is lost when hiring doesn’t work well.

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