john mingam.

p.08 · Editorial · Search publication

ENTITY SEO · GEO · AEO · AI SEARCH

The Graph.

The Graph explains the shift from keyword search to entity-based Search. Publications designed for human decisions, Google understanding and verifiable AI citation.

Engineering serves the method. The method serves the entity. The Graph documents how — one publication at a time.
Explainers

Understand entity-based search

Algorithms, entities, generative engines and changes in Search explained with evidence.

9 publication(s)
Studies

Evidence through data

Original data, observations and benchmarks on visibility across search and AI systems.

2 publication(s)
Playbooks

Turn analysis into action

Practical guides, audit methods and local cases designed for implementation.

6 publication(s)
Perspectives

A position, not a consensus

Evidence-backed viewpoints on SEO, GEO and the evolution of the profession.

1 publication(s)

EDITORIAL STANDARD

Evidence, not promises.

  • Claims connected to verifiable sources.
  • Signed, dated and maintained publications.
  • One real question addressed per article.

GLOSSARY

Direct definitions

A short answer followed by the context needed to understand and verify it.

Open the glossary →

PUBLICATIONS

Latest articles.

Studies

Why is ChatGPT citing Reddit less? What the decline actually tells us

Reddit's citation share fell sharply in one ChatGPT Search panel. The useful lesson is not that Reddit disappeared, but that AI visibility must be measured by engine, market and metric.

Studies

State of GEO in Quebec 2026: annual report

A benchmark of 20 Quebec organizations across Structure, Flow and Trust (SFT), GEO, AEO and Entity SEO.

Explainers

What is GEO? A simple five-minute guide

GEO explained without jargon: what it means, how it differs from SEO and three useful actions you can take today.

Explainers

Search Generation: a turning point for brands

Search Generation redistributes brand visibility. Understand the shift, what generative systems need from a source and how to remain eligible for citation.

Playbooks

Quebec Law 25 and websites: technical privacy controls to verify

A technical audit method for reconciling cookies, forms, vendors and privacy notices with how a Quebec website actually handles personal information.

Playbooks

Why Montreal businesses need bilingual Entity SEO

A bilingual Montreal brand needs one verifiable identity and two genuinely useful language experiences, not duplicated pages that drift apart.

View 12 more publications
Explainers

SEO vs GEO vs AEO: the useful distinction in 2026

SEO, AEO and GEO are not three successive replacements. They optimize complementary stages from discovery to direct answers and sourced synthesis.

Playbooks

How can a website earn citations from ChatGPT, Perplexity, Gemini and Claude?

Direct answers on crawler access, source quality, content structure and responsible measurement across AI assistants.

Explainers

The SFT method: an SEO framework beyond Trust Flow

Structure, Flow and Trust form a practical audit framework for identity, internal circulation and verifiable evidence.

Explainers

What is Entity SEO? Seven practical answers

A practical FAQ on entities, semantic SEO, structured data, small-business scope and the evidence search systems use.

Playbooks

Bill 96 and bilingual SEO in Quebec: audit every language surface

A technical inventory of pages, metadata, forms and language journeys for Quebec organizations, without treating an SEO audit as legal advice.

Playbooks

GEO in Montreal: become a usable source for generative search

How a Montreal organization can become discoverable, understandable and supportable enough to earn citations in AI-assisted search.

Playbooks

Entity SEO in Montreal: connect every page to a verifiable business

A Montreal-focused method for connecting content, structured data and external evidence so search systems can identify the business behind the pages.

Perspectives

The only consultant treating SEO and GEO as one discipline

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.

Explainers

SEO vs GEO: the differences that will cost you if you ignore them

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.

Explainers

AI visibility: being cited, not just indexed

Being indexed means existing somewhere. Being cited means existing in the answer. It is no longer the same battle.

Explainers

Schema, Trust and machines: the forgotten triptych

Clean schema is not page decoration. It makes an identity readable without ambiguity.

Explainers

SEO in 2026: the entity replaces the page

The keyword loses its central role. Visibility is decided by the identity machines can verify.

FAQ · THE GRAPH

Editorial questions.

What is The Graph?

The Graph is John Mingam’s editorial publication about entity-based Search, GEO, AEO and visibility in generative answers.

How do Explainers differ from Playbooks?

Explainers clarify mechanisms and consequences. Playbooks turn those findings into practical methods, checks and decisions.

How are publications verified?

Articles separate facts, sources and analysis. They are dated, signed and updated when observable evidence changes.

Accessibility

Customize the site display and assistance features.

Text size
Text spacing

Voice reading

Reads selected text, or the main content if nothing is selected.