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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.
On the analytics side, NobleJackal GEO Reference System competes within Open Source, SEO and Artificial Intelligence — topics that collectively have 585k followers on Product Hunt. The dashboard above tracks how NobleJackal GEO Reference System performed against the three products that launched closest to it on the same day.
Who hunted NobleJackal GEO Reference System?
NobleJackal GEO Reference System was hunted by NobleJackal. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of NobleJackal GEO Reference System including community comment highlights and product details, visit the product overview.
NobleJackal