Absorption (GEO)
The process by which a generative engine uses a source inside its answer, with or without a visible citation.
p.08 · Editorial · Search publication
ENTITY SEO · GEO · AEO · AI SEARCH
The Graph explains the shift from keyword search to entity-based Search. Publications designed for human decisions, Google understanding and verifiable AI citation.
Algorithms, entities, generative engines and changes in Search explained with evidence.
7 publication(s)StudiesOriginal data, observations and benchmarks on visibility across search and AI systems.
1 publication(s)PlaybooksPractical guides, audit methods and local cases designed for implementation.
6 publication(s)PerspectivesEvidence-backed viewpoints on SEO, GEO and the evolution of the profession.
1 publication(s)EDITORIAL STANDARD
GLOSSARY
A short answer followed by the context needed to understand and verify it.
Open the glossary →PUBLICATIONS
A benchmark of 20 Quebec organizations across Structure, Flow and Trust (SFT), GEO, AEO and Entity SEO.
The keyword loses its central role. Visibility is decided by the identity machines can verify.
A technical audit method for reconciling cookies, forms, vendors and privacy notices with how a Quebec website actually handles personal information.
A bilingual Montreal brand needs one verifiable identity and two genuinely useful language experiences, not duplicated pages that drift apart.
SEO, AEO and GEO are not three successive replacements. They optimize complementary stages from discovery to direct answers and sourced synthesis.
Direct answers on crawler access, source quality, content structure and responsible measurement across AI assistants.
Structure, Flow and Trust form a practical audit framework for identity, internal circulation and verifiable evidence.
A practical FAQ on entities, semantic SEO, structured data, small-business scope and the evidence search systems use.
A technical inventory of pages, metadata, forms and language journeys for Quebec organizations, without treating an SEO audit as legal advice.
How a Montreal organization can become discoverable, understandable and supportable enough to earn citations in AI-assisted search.
A Montreal-focused method for connecting content, structured data and external evidence so search systems can identify the business behind the pages.
Most agencies sell GEO as an add-on attached to SEO. The SFT™ method shows why this is a structural mistake, not just a commercial choice.
Confusing SEO and GEO can cost months of AI visibility. SEO ranks, GEO gets cited. The two battles do not rely on the same signals.
Being indexed means existing somewhere. Being cited means existing in the answer. It is no longer the same battle.
Clean schema is not page decoration. It makes an identity readable without ambiguity.
FAQ · THE GRAPH
The Graph is John Mingam’s editorial publication about entity-based Search, GEO, AEO and visibility in generative answers.
Explainers clarify mechanisms and consequences. Playbooks turn those findings into practical methods, checks and decisions.
Articles separate facts, sources and analysis. They are dated, signed and updated when observable evidence changes.
The process by which a generative engine uses a source inside its answer, with or without a visible citation.
Optimization for direct answers, featured snippets and answer engines, where the goal is extraction rather than only ranking.
Google Search experience that provides AI-generated answers and follow-up interactions inside the search journey.
Google Search feature that summarizes answers with generative AI and may cite supporting sources.
A link from an external website to another website, historically used by search engines as a signal of authority.
HTML meta tag or HTTP header telling search engines not to index a page.
HTML link element indicating the preferred URL when similar or duplicate pages exist.
The act of being named or referenced as a source inside a generative engine answer.
Core Web Vitals metric measuring unexpected layout movement during page loading.
A set of related pages organized around a central topic or pillar page.
The process of removing, merging or improving weak content to protect overall site quality.
Google performance metrics measuring loading speed, visual stability and interaction responsiveness.
The amount of crawling search engines can allocate to a website during a given period.
Google tool used to ask the search engine to ignore specific backlinks in exceptional cases.
Google quality concept covering Experience, Expertise, Authoritativeness and Trustworthiness.
SEO approach that optimizes people, brands, concepts and organizations as identifiable entities rather than isolated keywords.
Schema.org type used to describe visible question and answer content on a page.
Discipline focused on structuring content so it can be extracted and cited by generative answer engines. Formalized in 2023 by Princeton and IIT Delhi research.
Crawler or control identifiers used by AI companies and search engines to access or govern content usage.
Google system targeting content created mainly for search engines instead of real users, integrated into core systems.
HTML attribute indicating language or regional page variants to search engines.
Core Web Vitals metric measuring page responsiveness to user interactions.
A database of entities and relationships used by search engines to understand people, organizations, places and concepts.
Core Web Vitals metric measuring when the largest visible content element finishes loading.
Proposed file format intended to summarize a site for language models. It is not an official ranking requirement.
Quebec law requiring French to receive equivalent or stronger treatment in many commercial contexts.
A brand or entity mention inside an AI answer without necessarily providing a clickable link.
Google indexing approach where the mobile version is the primary version used for indexing and ranking.
Google algorithm update targeting thin, duplicate and low-quality content.
Network of websites built primarily to manipulate link authority.
Google algorithm update targeting manipulative links and keyword stuffing.
Large-scale page generation from data and templates to cover many query combinations.
Process where an AI system retrieves external sources to ground or support its generated answer.
Root file giving crawlers instructions about which areas of a site they may access.
Schema.org property linking an entity to its official external profiles and identifiers.
Shared vocabulary and JSON-LD format used to describe entities, relationships and content for machines.
XML file listing URLs to help search engines discover and crawl a website.
Page that returns HTTP 200 while behaving like a not-found page.
Approach combining search optimization and user experience quality.
Perceived authority of a site or entity on a subject, built through depth, consistency and reliability.
Server response metric measuring the delay before the first byte is received.
Emerging protocol concept for AI agents to interact with structured commerce data and trusted merchant identity.
Google category for high-stakes topics such as health, finance, safety and law.
Search result where the user gets the answer without clicking through to a website.