Digital Vikingz / Knowledge hub

Semantic SEO knowledge hub

The knowledge hub defines every term Digital Vikingz uses in one sentence each and links each one to its own page. The entries sit in five clusters: foundations, page architecture, content, visual semantics and AI search. A reading order at the top takes a buyer or an in-house marketer from the central entity to AI citation in four steps. The definitions here are the same sentences used on every page of the site and on every engagement.

Where should you start?

Four steps in order, and each step names the entries to read before the next one makes sense.

1Start with the entityRead semantic SEO, topical authority and central entity. Everything else depends on these three.
2Decide the pagesRead topical map, query deserves a page, and core and outer sections before planning any content.
3Write to the mapRead content brief, microsemantics and verbalization, then the standing writing rules.
4Build for both readersRead visual semantics, centerpiece annotation and AI citation readiness. Layout and copy are one job.

What does each term mean?

Each card below is one term, one sentence, and one link to the full page. Filter by cluster.

What is semantic SEO?

Semantic SEO is search optimization that structures a site around entities, their attributes and their values rather than around keyword frequency.

Foundations
What is topical authority?

Topical authority is the state in which a site ranks across the whole network of queries around one topic, assigned by Google to a source that covers the topic with consistent depth and vocabulary over time.

Foundations
What is a central entity?

A central entity is the one noun phrase every page on a site reinforces, with a definition sentence that stays identical across the site, the schema and every profile.

Foundations
What is a source term vector?

A source term vector is the vocabulary a site speaks, recorded as canonical terms, allowed synonyms and banned terms, and checked on every page before publication.

Foundations
What is an entity-attribute-value triple?

An entity-attribute-value triple is one fact in machine-readable order, the thing, the property and the value, and content built from triples is content a search engine or an AI system can verify.

Foundations
Semantic SEO versus keyword SEO

Keyword SEO asks which words a page contains, and semantic SEO asks which entity the page is about and how it connects to every other page on the site.

Foundations
What is a topical map?

A topical map is the list of every topic a site will cover, split into a core section that sells and an outer section that teaches, with a decision on which topics earn a page and which earn a heading.

Page architecture
What does query deserves a page mean?

Query deserves a page is the test that decides if a search query earns its own URL or becomes a heading on an existing page, judged by prominence, demand and relevance to the business.

Page architecture
What are core and outer sections?

The core section holds the commercial pages, and the outer section holds the informational pages that earn the first clicks and pass signals inward through internal links.

Page architecture
What is a query template?

A query template is a repeatable search pattern with a variable entity, such as how to [task] or [service] in [city], and covering every variation builds authority on the format rather than on one query.

Page architecture
What is a contextual vector?

A contextual vector is the order of headings and page segments that carries context from one topic toward the next, and two sites can share a topic and differ only in that order.

Page architecture
What is a semantic content network?

A semantic content network is a set of documents built together to cover one full query network, so that a ranking gain on one page lifts the pages linked to it.

Page architecture
What is a content brief?

A content brief is the document that turns one row of the topical map into one page: the entity, the predicate, the facts, the questions in order, the component for each section and the links.

Content
What is microsemantics?

Microsemantics is relevance at sentence level, decided by word order, subject choice and dependency structure, where the heaviest term of the query is the subject of the sentence.

Content
What is verbalization?

Verbalization is turning the meaning of a component, an image or a table into visible text a crawler or a language model can read.

Content
What is an extractive summary?

An extractive summary is the set of declarative sentences under the H1 that stand alone as the page's answer and can be lifted into a snippet or an AI response without the rest of the page.

Content
What is information gain?

Information gain is what a page adds beyond what the top results already say, and the gain earns trust only when the new claim carries its evidence.

Content
What is predicate consistency?

Predicate consistency is using one verb for one relationship across the whole site, because alternating verbs for the same relationship splits the signal.

Content
What is visual semantics?

Visual semantics is the meaning a search engine reads from layout: block order, component types, typography and the function a page performs.

Visual semantics
What is the centerpiece annotation?

The centerpiece annotation is the primary content block Google extracts from a page, and the first characters after the H1 decide it.

Visual semantics
What are macro and micro context?

Macro context is the main content that declares the entity and the intent, and micro context is the supplementary content below it that expands the attributes and carries most of the internal links.

Visual semantics
What is cost of retrieval?

Cost of retrieval is the computing a search engine spends to crawl, render, segment and evaluate a page, and fewer, cleaner pages cost less and reach the ranking stages that matter.

Visual semantics
What is a structured information card?

A structured information card is a repeated component with a fixed set of fields, read as data when every field is visible text, as on a product, provider or pricing card.

Visual semantics
What is misleading functionality?

Misleading functionality is a component that implies a function it does not perform, which Google names as spam and which outranks every other fix in priority.

Visual semantics
What is AI citation readiness?

AI citation readiness is the state of a page whose sentences can each be verified against one passage and matched to what other trusted sources say.

AI search
What is passage verification?

Passage verification is the step in which each sentence of a generated answer is linked to a passage in a source document, and one fact per sentence is the unit that matches.

AI search
What is corroboration confidence?

Corroboration confidence is the trust an AI system places in a sentence, which rises with the number and standing of documents that state the same fact in consensus wording.

AI search
What is query augmentation?

Query augmentation is the expansion of a user's question into rewrites, drill-downs and next steps before retrieval, and the pages that answer the expanded set are the ones that qualify for the answer.

AI search
What are author and organization entities?

Author and organization entities are the named person and the named company behind a page, read by generative search as trust inputs through author profiles, an identity block and inbound references.

AI search
How much does semantic SEO cost?

The cost of semantic SEO depends on four things, site size, the size of the query network, the number of languages and which side runs production, and the full page explains how each one moves the scope.

Foundations

Questions about the knowledge hub

How is the knowledge hub organised?
Five clusters, foundations, page architecture, content, visual semantics and AI search, with a definition on this page and a full article behind each term, and a reading order at the top.
Are these definitions the Koray methodology?
The framework behind the definitions is published by Koray Tugberk Gubur and is credited on the About page, and the wording here is ours, fixed so the same sentence appears on every page of this site.
Do you publish the full method?
The terms and the reasoning are published here, and the production rules, the brief format and the audit checklist are delivered inside an engagement. The hub is enough to understand what we do and to judge if it is being done.
Can my in-house team use these definitions in our own content?
Yes, with a link to the term's page, which is how a definition becomes a shared vocabulary between your site and ours.
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