---
title: "Discussion on \"From Proof of Concept to Production: What AI Projects Actually Require\" | Hashnode"
description: "Discussion on \"From Proof of Concept to Production: What AI Projects Actually Require\". The gap between a proof of concept and a production system is where a significant proportion of AI initiatives fail to progress. Understanding what that transition involves, and planning for it from t"
url: "https://hashnode.com/posts/from-proof-of-concept-to-production-what-ai-projects-actually-require/6a6b0354a866795f62147e92"
---

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# [From Proof of Concept to Production: What AI Projects Actually Require](https://audaciatechnicalblog.hashnode.dev/from-proof-of-concept-to-production-what-ai-projects-actually-require?utm_source=hashnode&utm_medium=feed)

The gap between a proof of concept and a production system is where a significant proportion of AI initiatives fail to progress. Understanding what that transition involves, and planning for it from t

Jul 30 · 10 min read · audaciatechnicalblog.hashnode.dev  
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## Written by

[Audacia](https://hashnode.com/@audacia)

@audacia · Leeds, United Kingdom

  
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We're an award winning technology consultancy specialising in engineering, data, AI & cloud.

We're an award winning technology consultancy specialising in engineering, data, AI & cloud.

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