NobleJackal GEO Reference System
A framework, error catalogue and audit protocol for GEO
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NobleJackal GEO Reference System - A framework, error catalogue and audit protocol for GEO

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An open-access reference system for examining how organisations are represented in generative search and answer systems. It brings together the NobleJackal GEO Framework, 99 Errors in GEO and the NOMOS GEO Audit Protocol. Each work is available in six languages, creating 18 language editions, with source files and machine-readable versions openly available. It is an independently published proposal for testing and critique. It is not an adopted standard or a guarantee of AI citations.

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Hey hunters! 🦊 I spent 3 months building what SEO was in 2010, but for GEO in 2025. Problem: No systematic standard for optimizing for Perplexity/ChatGPT. Solution: 18 books, 6 languages, 3 datasets - all open, all with DOI. We hit 212 downloads in 4 hours on HF today! Would love your feedback - what would you add to a GEO standard? Kaan Muraz
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Hey Product Hunt! 👋 I'm the solo maker behind NobleJackal GEO Framework.

For the last 8 months, I wrote 18 open-source books (6 languages) to create the world's first open standard for GEO (Generative Engine Optimization).

Why?

- SEO is dead. AI search is here (Perplexity, ChatGPT, Gemini)

- No one knows how to rank in AI answers

- I documented the whole framework: 18 books, 6 languages, 100% open

Proof:

✅ 212 downloads on Hugging Face

✅ Zenodo DOI: 10.5281/zenodo.16926266

✅ All 18 books on Zenodo + Medium + HF

This is not a tool, it's a new standard. Like SEO in 2005.

Ask me anything about GEO, AI search, or how I wrote 18 books alone! 🚀

Free forever. Open source forever.

👉 All datasets: