---
title: "Discussion on \"Why Scaling AI Models Is Nothing Like Scaling a Normal Web App\" | Hashnode"
description: "Discussion on \"Why Scaling AI Models Is Nothing Like Scaling a Normal Web App\". The assumptions that no longer hold\nIf you have ever deployed a web app on Kubernetes, you probably know the drill: traffic goes up, CPU goes up, you add more pods, done. Easy.\nNow try that with a lar"
url: "https://hashnode.com/posts/why-scaling-ai-models-is-nothing-like-scaling-a-normal-web-app/69ce25072d4d5bd0f0c64565"
---

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# [Why Scaling AI Models Is Nothing Like Scaling a Normal Web App](https://prachi33.hashnode.dev/why-scaling-ai-models-is-nothing-like-scaling-a-normal-web-app?utm_source=hashnode&utm_medium=feed)

The assumptions that no longer hold If you have ever deployed a web app on Kubernetes, you probably know the drill: traffic goes up, CPU goes up, you add more pods, done. Easy. Now try that with a lar

Apr 2 · 6 min read · prachi33.hashnode.dev  
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[Prachi](https://hashnode.com/@prachi33)

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