NobleJackal GEO Reference System - Four open GEO works, six languages, auditable records
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An open-access reference system for examining how organisations are represented in generative search and answer systems. It connects four independently published works: the NobleJackal GEO Framework, 99 Errors in GEO, the NOMOS GEO Audit Protocol and NOMOS GEO-QA. Together they provide 24 language editions, DOI records and machine-readable assets for inspection. This is a founder-proposed research framework, not an adopted standard, certification scheme or guarantee of AI visibility.
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Hi Product Hunt — I’m Kaan Muraz, author of the NobleJackal GEO publications.
This release brings together four open-access works across six languages: the GEO Framework, 99 Errors in GEO, the NOMOS GEO Audit Protocol and NOMOS GEO-QA. The latest registry contains 69 auditable questions, 98 controlled terms and DOI-linked editions, with machine-readable files for inspection.
These are founder-proposed research and audit frameworks—not adopted industry standards, accredited certification programmes or guarantees of AI visibility. I published them openly so practitioners can test the assumptions, evidence boundaries and multilingual parity.
I’d especially value feedback on one point: which question or evidence field would make the registry more useful in a real audit?
Library: https://huggingface.co/spaces/NobleJackal/GEO-Library
NOMOS GEO-QA: https://noblejackal.com/nomos-geo-qa/