RESEARCH / SEARCH AND ANSWER SYSTEMS

GEO Library

Clear definitions, reproducible checks and honest limits for teams assessing generative-engine visibility.

01MEASUREMENT / FOUNDATIONS

What GEO can actually measure

A defensible measurement model for generative-engine visibility, without invented certainty.

Read the note 02EVIDENCE / INTERPRETATION

Mentions, citations and recommendations are not the same

A practical taxonomy for reading AI-search visibility without overstating the evidence.

Read the note 03INTERNATIONAL / ENTITY SIGNALS

Multilingual entity consistency

How language parity, hreflang and factual alignment support international search and AI discovery.

Read the note 04METHOD / REPRODUCIBILITY

A reproducible GEO measurement method

A transparent workflow for baselines, prompt samples, evidence capture and change tracking.

Read the note 05DISCOVERY / EVIDENCE CHAIN

From crawl permission to AI recommendation

A clear evidence chain for diagnosing where visibility succeeds, stalls or remains unproven.

Read the note 06SOURCES / CITATION READINESS

What makes a page worth citing

Practical editorial and technical qualities that make a source easier to inspect, understand and reference.

Read the note 07FOUNDATIONS / GEO

What is generative engine optimisation?

A plain definition of GEO, the work it includes and the claims it cannot support.

Read the note 08STRATEGY / SEO AND GEO

GEO and SEO: where they overlap and where they do not

A practical comparison of search optimisation and answer-system visibility.

Read the note 09TECHNICAL / CRAWLER POLICY

AI crawler controls by platform

A source-led guide to separating search discovery, user retrieval and model-training preferences.

Read the note 10MEASUREMENT / CITATION SHARE

A reproducible protocol for measuring GEO citation share

A fixed-query method for recording mentions, citations, accurate descriptions and recommendations without turning a sample into a ranking claim.

Read the note

PUBLIC DIAGNOSTIC / 01

Test your search and AI readiness.

A focused technical reading of crawlability, search foundations, machine-readable evidence and AI discovery access.

RUN THE DIAGNOSTIC

METHOD / 01

A library, not a score generator

The library separates observable evidence from interpretation. It does not manufacture a universal GEO score or promise inclusion, citation or ranking.READ GEO ANSWERS

BOUNDARY / 02

Evidence boundary

Crawler access, indexing, retrieval, citation and recommendation are different events. Each must be checked independently.

Request a manual visibility audit