---
title: "Discussion on \"Sovereign AI: Why Your Enterprise AI Strategy Can No Longer Be One-Size-Fits-All\" | Hashnode"
description: "Discussion on \"Sovereign AI: Why Your Enterprise AI Strategy Can No Longer Be One-Size-Fits-All\". Ninety-five percent of enterprise leaders plan to build their own AI and data platform within the next thousand days. Only 13 percent are currently on track. The leaders who are on track are realizing up to five times the return on investment of thei..."
url: "https://hashnode.com/posts/sovereign-ai-why-your-enterprise-ai-strategy-can-no-longer-be-one-size-fits-all/69e44019b8882bee29d62209"
---

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# [Sovereign AI: Why Your Enterprise AI Strategy Can No Longer Be One-Size-Fits-All](https://viviscape.hashnode.dev/sovereign-ai-why-your-enterprise-ai-strategy-can-no-longer-be-one-size-fits-all?utm_source=hashnode&utm_medium=feed)

Ninety-five percent of enterprise leaders plan to build their own AI and data platform within the next thousand days. Only 13 percent are currently on track. The leaders who are on track are realizing up to five times the return on investment of thei...

Apr 19 · 8 min read · viviscape.hashnode.dev  
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-   [#artificial-intelligence](https://hashnode.com/tag/artificial-intelligence)

## Written by

[Art Hicks](https://hashnode.com/@arthicks)

@arthicks

  
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## Responses 1

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[Ali Muwwakkil](https://hashnode.com/@enterpriseaileadersh)

[Apr 19](https://hashnode.com/posts/sovereign-ai-why-your-enterprise-ai-strategy-can-no-longer-be-one-size-fits-all/69e44019b8882bee29d62209/comment/69e448bab83c6cae6ef3b78c)

A surprising insight we've noticed is that the real challenge isn't building AI platforms -it's integrating AI into existing workflows. Many developers get stuck in POC purgatory, where projects never move beyond prototypes. One approach that works well is using a "token-based" framework, where small, iterative deployments are tokenized and integrated into daily operations. This helps teams see quicker ROI and maintain momentum. - Ali Muwwakkil (ali-muwwakkil on LinkedIn)