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THE GEO-1000 METHOD / AUDIT PROTOCOL / 0.9.0

NOMOS GEO
AUDIT PROTOCOL

A Protocol for Measuring Entity Representation in Generative Systems Across the Global Population

This is not a manual on how to perform GEO. It is a versioned protocol candidate for measuring entity representation across products, populations, languages, evidence states and time.

RESPONSIBLE HUMAN AUTHOR
Kaan MURAZ
METHOD IDENTITY
NOMOS · NobleJackal
21 CHAPTERS / 25,203 BLOCKS
2125,203 blocks
EDITION
223,799 wordspublication-locked candidate

EN publication-locked candidate v0.9.0

About this book

The NOMOS protocol sets out a versioned procedure for auditing representation in generative systems. It explains what to record, how evidence supports a finding and where a judgment must stop. The worked example is synthetic; it does not report a client result.

AUTHORITY BOUNDARY / CANDIDATE RECORD

A standard candidate must disclose what has not yet been proven.

NOMOS is published for independent testing and criticism. Its force comes from explicit rules, evidence lineage and accountable revision—not from an invented claim of universal adoption.

01

Proposed, not adopted

This publication proposes an audit protocol. It is not an adopted international standard, an accreditation scheme or an active certification programme.

02

BQ-0 was not executed

No real cross-population benchmark is claimed. Chapter 18 is a calculated synthetic demonstration of the method.

03

Human responsibility remains

NOMOS is a method identity and critical voice, not a legal person or independent AI model. Kaan MURAZ remains responsible for the publication.

READING ARCHITECTURE / 21 CHAPTERS

From representation rights to public governance.

The protocol separates the measured entity, target population, product state, prompt constitution, capture, truth pack, atomic claims, critical gates, scoring and conformity governance.

00K20 · K22

Declaration of Representation Rights

Declaration of Representation Rights — Generative systems now:

1,705 words01K04 · K05 · K09

A Single Response Is Not a GEO Score

A Single Response Is Not a GEO Score — This section only answers the following question:

6,780 words02K04 · K05 · K09

Representation Is a Distribution

Representation Is a Distribution — Section 1 established the following provision:

7,965 words03K10 · K11

What Exactly Is the Entity Under Audit?

What Exactly Is the Entity Under Audit? — Section 1 established the following provision:

8,012 words04K10 · K11

Two Layers of Reality

Two Layers of Reality — Section 1 established the following provision:

8,367 words05K04 · K05 · K06 · K07

The Relevant User Population for Each AI Product

The Relevant User Population for Each AI Product — The first four chapters established the basic objects of measurement: a single response is not a GEO score; representation is a conditional distribution, not a single number; the audited entity must be resolved before results are observed; and an AI response must...

9,801 words06K04 · K05 · K07 · K08

The Population-Proportional GEO-1000 Sample

The Population-Proportional GEO-1000 Sample — Section 5 established the following provision:

10,380 words07K04 · K06 · K07 · K20

Country Observer and Language Fairness Panels

Country Observer and Language Fairness Panels — Section 5 established the following provision:

9,242 words08K04 · K05 · K06 · K07 · K08 · K22

Participant Selection, Weighting and Sampling Bias

Participant Selection, Weighting and Sampling Bias — Chapter 5 defined the target user population. Chapter 6 transformed this population into a sample design distributed across countries, languages, and user surfaces. Chapter 7 established complementary observation systems for small countries and low-resource...

10,694 words09K02 · K03

The AI System Register and Comparability

The AI System Register and Comparability — The first eight chapters established the following: a single response is not a GEO score; representation is a distribution; the audited entity must be identified before results are observed; official representation and verified entity reality must remain separate; an...

9,686 words10K04 · K11 · K12 · K13

The Prompt Constitution

The Prompt Constitution — Section 9 established the following provision:

11,860 words11K02 · K03 · K04 · K06 · K22

The Controlled Clean Panel and the Natural User Panel

The Controlled Clean Panel and the Natural User Panel — Chapter 9 showed that the measured AI object cannot be defined solely by the provider or model name. Chapter 10 established that not every question containing the same entity name is the same prompt; the prompt is the experimental tool that determines the...

12,421 words12K12 · K14 · K25 · K26

Synchronous Waves and NOMOS Capture

Synchronous Waves and NOMOS Capture — The first eleven chapters established the foundations of measurement: a single response is not a GEO score; representation is a distribution across users and system conditions; the audited entity must be defined before results are observed; official representation and verified...

12,275 words13K10 · K11 · K12

The Verified Entity Truth Pack

The Verified Entity Truth Pack — The first twelve chapters established the experimental chain: a single response is not a GEO score; representation is a distribution across users and AI products; the audited entity must be resolved before results are observed; official representation and evidence-based entity...

14,328 words14K27 · K28

Atomic Claims and Adjudication

Atomic Claims and Adjudication — Section 13 established the following provision:

14,025 words15K03 · K20

Response Passing and Critical Error Gates

Response Passing and Critical Error Gates — Section 14 established the following provision:

14,010 words16K08 · K09

The NOMOS Scoring Architecture

The NOMOS Scoring Architecture — Section 15 established the following provision:

11,787 words17K03 · K09

The Apple.com Synthetic Test Design

The Apple.com Synthetic Test Design — The first sixteen chapters established GEO-1000's principal normative layers: the audited entity; the target user population and sample; the Country Observer and Language Fairness Panels; participant selection and weighting; the registered AI-product instance; the Prompt...

12,989 words18K03 · K09

An End-to-End Synthetic Audit of 30,000 Responses

An End-to-End Synthetic Audit of 30,000 Responses — Chapter 17 defined the Apple.com Synthetic Benchmark. This chapter uses an internally consistent, arithmetically verified in-book demonstration to show what the full audit chain would require:

11,082 words19K15 · K16 · K17

The Conformity Mark, Public Register and Independent Governance

The Conformity Mark, Public Register and Independent Governance — Chapter 18 records plainly that NOMOS did not fully pass its own synthetic demonstration. Two material method gaps remained: citation-to-claim mapping was not sufficiently accurate, and material boundary omissions embedded in recommendations were not...

13,481 words20K18 · K19 · K23 · K24

Open Standard, University Call and the Public Handover of NOMOS

Open Standard, University Call and the Public Handover of NOMOS — The first nineteen chapters transformed GEO from a singular claim of visibility into a population-based measure of representation. They separated the audited entity from its domain, brand and legal person; separated official representation from...

12,909 wordsGLOSSARY / SOURCES / MACHINE LAYER18 terms · 28 methodological foundations · JSON publication object

Glossary, methodological foundations and machine layer

This bibliography is not a list of authorities endorsing every NOMOS-specific threshold. It identifies methodological foundations in sampling, risk governance, data integrity, evidence provenance, assessor agreement, open standards and conformity assessment.

28 sources

RESEARCH / APPLICATION

Apply the published method to a live system.

The research defines the evidence and measurement boundaries. NobleJackal's GEO and AI programmes use that framework to diagnose, implement and measure agreed work on real websites and operations.

PARALLEL HUMAN / MACHINE PUBLICATION

Readable as a book. Addressable as a protocol.

Every language edition provides human chapter pages, exact manuscript JSON, complete Markdown, an integrity manifest, a citation record and a machine-oriented protocol object. The PDF preserves the same edition for portable reading.

JSONMachine protocol3,477 machine blocksJSONExact manuscript JSON25,203 human blocksMDCanonical Markdowncomplete reading textMANIFESTIntegrity manifestfiles · hashes · routesPDFPortable PDFsearchable edition

PERSISTENT REPOSITORY RECORD / ZENODO

Cite this exact edition.

This publication-locked edition is preserved on Zenodo under its own version DOI. Use the version DOI for this fixed edition; the concept DOI resolves its complete version history.

ZENODO / VERSIONED RECORDOpen record
VERSION DOI
10.5281/zenodo.22040507 Permanent reference for this publication-locked edition
ALL VERSIONS
10.5281/zenodo.22040506 Persistent concept DOI for the complete version history
ARCHIVED PDF
Open fixed PDF Repository copy of this language edition
OFFICIAL WEB EDITION
/nomos-geo-audit-protocol/Readable chapters, machine sources and publication boundaries

A repository deposit provides a persistent citation path. It does not imply peer review, accreditation or independent validation.

OFFICIAL EDITIONS / PERSISTENT IDENTIFIERS

Official Editions & DOIs

Each language edition has its own fixed Zenodo record and version DOI. Choose the edition you consulted when citing or downloading the protocol.

RU / v0.9.0Russian

NOMOS Протокол Аудита GEO v0.9.0 - Метод GEO-1000: Протокол Измерения Репрезентации Сущностей в Генеративных Системах среди Глобального Населения - Редакционное Издание

10.5281/zenodo.22041553