---
title: "Discussion on \"What We Learned From Analyzing 28,000 Production AI System Prompts\" | Hashnode"
description: "Discussion on \"What We Learned From Analyzing 28,000 Production AI System Prompts\". 80% start with \"Act as an expert.\" 62% contain contradictory constraints. 14% emotionally threaten the AI. Here's the data."
url: "https://hashnode.com/posts/28k-ai-system-prompts-analysis/69c2a34f92029d915f39d491"
---

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# [What We Learned From Analyzing 28,000 Production AI System Prompts](https://blog.kaelux.dev/28k-ai-system-prompts-analysis?utm_source=hashnode&utm_medium=feed)

80% start with "Act as an expert." 62% contain contradictory constraints. 14% emotionally threaten the AI. Here's the data.

Mar 24 · 2 min read · blog.kaelux.dev  
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-   [#ai](https://hashnode.com/tag/ai)
-   [#promptengineering](https://hashnode.com/tag/promptengineering)
-   [#devops](https://hashnode.com/tag/devops)
-   [#machinelearning](https://hashnode.com/tag/machinelearning)

## Written by

[Kristofer Jussmann](https://hashnode.com/@ker102)

@ker102 · Tallinn, Estonia

  
[View profile](https://hashnode.com/@ker102)

Agentic AI Architect and technical founder of Kaelux.dev

Devsecops engineer and founder

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