---
title: "Comment by Ali Muwwakkil on \"Sovereign AI: Why Your Enterprise AI Strategy Can No Longer Be One-Size-Fits-All\" | Hashnode"
description: "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 stuc"
url: "https://hashnode.com/posts/sovereign-ai-why-your-enterprise-ai-strategy-can-no-longer-be-one-size-fits-all/69e44019b8882bee29d62209/comment/69e448bab83c6cae6ef3b78c"
---

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

Comment [Sovereign AI: Why Your Enterprise AI Strategy Can No Longer Be One-Size-Fits-All](https://hashnode.com/posts/sovereign-ai-why-your-enterprise-ai-strategy-can-no-longer-be-one-size-fits-all/69e44019b8882bee29d62209)

[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)