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NobleJackal GEO Reference System
A framework, error catalogue and audit protocol for GEO
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.
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
About NobleJackal GEO Reference System on Product Hunt
“A framework, error catalogue and audit protocol for GEO”
NobleJackal GEO Reference System was submitted on Product Hunt and earned 0 upvotes and 2 comments, placing #42 on the daily leaderboard. 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.
NobleJackal GEO Reference System was featured in Open Source (68.8k followers), SEO (38.1k followers) and Artificial Intelligence (478.1k followers) on Product Hunt. Together, these topics include over 145.4k products, making this a competitive space to launch in.
Who hunted NobleJackal GEO Reference System?
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