NobleJackal GEO Reference System
Eight open books on AI search and agent governance
3 followers
Eight open books on AI search and agent governance
3 followers
Eight open-access books on Generative Engine Optimization (GEO) and AI agent governance: GEO Framework, 99 Errors in GEO, GEO Audit Protocol, GEO-QA, NOMOS GBO, 99 Mistakes in GBO, GBO Audit Protocol and NOMOS 13. Read 48 editions in six languages, with complete PDFs, Zenodo DOIs and JSON/JSONL text under CC BY 4.0. These are author-proposed frameworks by Kaan Muraz, not adopted standards, certifications or guarantees of AI visibility or agent safety.
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/