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NobleJackal GEO Reference System
A framework, error catalogue and audit protocol for GEO
1 follower
A framework, error catalogue and audit protocol for GEO
1 follower
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 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: https://huggingface.co/datasets/juliangauss1986/GEO-Framework