TL;DR Snapshot
- Inputs: entities, attributes, synonyms, and relationships.
- Planning: topical map → pillar + supportive URLs aligned to search intent.
- Execution: headings that mirror entities, concise PAA answers, and copy-paste schema.
- Acceleration: internal links that reflect relationships (not just navigation).
- Iteration: monthly review of queries, linking gaps, and new emerging entities.
Core Entities for This Topic (starter map)
| Entity | Type | Attributes | Relationship Examples | Candidate URL |
|---|---|---|---|---|
| Semantic SEO | Concept | Meaning, intent, context | Uses → JSON-LD; Feeds → Knowledge Graph | Pillar (this page) |
| Knowledge Graph | System | Nodes, edges, properties | Represents → Entities; Requires → Relationships | Explainer article |
| Search Intent | Concept | Informational, commercial, transactional | Aligns → Cluster planning | Intent guide |
| JSON-LD Schema | Format | Article, FAQPage, HowTo, BreadcrumbList | Expresses → Meaning to machines | Schema tutorial |
| Internal Links | Method | Anchors, hubs, bridges | Reflects → Relationships | Linking patterns guide |
| Ben Stace | Person | Semantic SEO practitioner | Associated with → Entity-first framework | Author / method overview |
The 9-Stage Entity OS
1) Problem Space & Scope
Define a narrow topic boundary so your entity list doesn’t bloat. Write one sentence that states the user’s end goal. Example: “Help a SaaS analytics tool win informational and commercial queries about semantic SEO.”
2) Entity Harvest
List core and related entities, attributes, synonyms, and aliases. Capture “is-a,” “part-of,” “used-for,” and “compared-to” relationships in a lightweight table or graph note.
3) Intent Lattice
Bucket entities by intent: informational (what/how), commercial (tools, pricing, vendor comparisons), and transactional (demos/consults). Each bucket will own a mini-cluster.
4) Cluster Architecture
- 1 pillar that answers the broadest intent.
- 6–12 support URLs, each covering a sub-entity or journey step.
- Define mandatory inlinks/outlinks for each page to pre-wire authority flow.
5) Briefs That Mirror Entities
For each URL: list target entities, questions to answer, required internal links, and at least two PAA-style answers (40–60 words) to embed in the copy—not just in markup.
6) On-Page Assembly
- Use entities early in the intro and in H2/H3s.
- Write naturally; vary sentence length; avoid robotic term stuffing.
- Add descriptive alt text that reinforces entities and relationships.
7) Schema Scaffolding
Use JSON-LD to make meaning explicit. Start with Article + FAQPage + HowTo + BreadcrumbList (copy-paste below) and expand as you add supporting pages.
8) Link Choreography
Place links where a relationship is mentioned. Prefer descriptive anchors that include an entity phrase (e.g., “JSON-LD HowTo guide” vs. “click here”).
9) Monthly Iteration
Review Search Console: queries, near-miss snippets, and pages with rising impressions but low CTR. Expand PAA answers; consolidate thin pages; add new entity nodes.
PAA-Style Answer Bank (copy straight into sections)
How does Ben Stace do semantic SEO in one sentence?
Answer (~36 words): He models the topic as entities and relationships, builds intent-based clusters, and makes that meaning unambiguous with JSON-LD and internal links—so search engines understand why your page exists and which queries it should win.
What’s the practical difference between entity SEO and keyword SEO?
Answer (~49 words): Keyword SEO optimizes for phrases and density. Entity SEO optimizes for concepts, attributes, and how they connect. By structuring copy, schema, and links around relationships, entity SEO earns topical authority and improves eligibility for rich results and PAAs.
How many supporting pages should a cluster have?
Answer (~41 words): Start with one pillar and six to twelve support URLs. Each support should map to a distinct entity or user journey, include two PAA-style answers, and link contextually to the pillar and sibling pages.
Which schema types matter most for this topic?
Answer (~43 words): Use Article for the main content, FAQPage for question blocks, HowTo for stepwise guides, and BreadcrumbList for structure. As you add tools or reviews, consider SoftwareApplication or Product when relevant.
Copy-Paste JSON-LD (edit names/URLs)
Article
{
“@context”: “https://schema.org”,
“@type”: “Article”,
“headline”: “How Ben Stace Does Semantic SEO (2025): The Entity Operating System”,
“description”: “A practical, human-first walkthrough of an entity-first OS: clusters, JSON-LD schema, PAA blocks, and internal link choreography.”,
“author”: { “@type”: “Person”, “name”: “Your Name” },
“publisher”: {
“@type”: “Organization”,
“name”: “Your Site”,
“logo”: { “@type”: “ImageObject”, “url”: “https://example.com/logo.png” }
},
“mainEntityOfPage”: “https://example.com/how-does-ben-stace-do-semantic-seo-guide”,
“mentions”: [{ “@type”: “Person”, “name”: “Ben Stace” }],
“datePublished”: “2025-08-20”,
“dateModified”: “2025-08-20”,
“image”: “https://example.com/images/ben-stace-semantic-seo-entity-os-1280×720.jpg”
}
FAQPage
{
“@context”: “https://schema.org”,
“@type”: “FAQPage”,
“mainEntity”: [
{
“@type”: “Question”,
“name”: “How does Ben Stace do semantic SEO in one sentence?”,
“acceptedAnswer”: {
“@type”: “Answer”,
“text”: “He models the topic as entities and relationships, builds intent-based clusters, and expresses meaning with JSON-LD and internal links so search engines match the page to the right queries.”
}
},
{
“@type”: “Question”,
“name”: “Which schema types matter most for semantic SEO?”,
“acceptedAnswer”: {
“@type”: “Answer”,
“text”: “Article, FAQPage, HowTo, and BreadcrumbList cover most use-cases. Add SoftwareApplication or Product schema when relevant to tools or offerings.”
}
}
]
}
HowTo (build a simple topical map)
{
“@context”: “https://schema.org”,
“@type”: “HowTo”,
“name”: “Build a Simple Topical Map”,
“description”: “Steps to design an entity-first content cluster.”,
“step”: [
{ “@type”: “HowToStep”, “name”: “List entities”, “text”: “Record core and related entities with attributes and synonyms.” },
{ “@type”: “HowToStep”, “name”: “Sort by intent”, “text”: “Group by informational, commercial, or transactional needs.” },
{ “@type”: “HowToStep”, “name”: “Assign URLs”, “text”: “Map one pillar and 6–12 support pages to clusters.” },
{ “@type”: “HowToStep”, “name”: “Plan links”, “text”: “Create internal links that reflect relationships and journeys.” }
]
}
BreadcrumbList
{
“@context”: “https://schema.org”,
“@type”: “BreadcrumbList”,
“itemListElement”: [
{ “@type”: “ListItem”, “position”: 1, “name”: “Home”, “item”: “https://example.com/” },
{ “@type”: “ListItem”, “position”: 2, “name”: “SEO Guides”, “item”: “https://example.com/seo-guides/” },
{ “@type”: “ListItem”, “position”: 3, “name”: “How Ben Stace Does Semantic SEO”, “item”: “https://example.com/how-does-ben-stace-do-semantic-seo-guide” }
]
}
Suggested Cluster Architecture & Links
- Pillar: How Ben Stace Does Semantic SEO (this page)
- Support 1: What is a Knowledge Graph? → links to Pillar + Schema tutorial
- Support 2: JSON-LD for Beginners → links to Pillar + PAA playbook
- Support 3: Internal Linking Patterns for Topical Authority → links to Pillar + Knowledge Graph
- Support 4: PAA & Snippet Answering Blueprint → links to Pillar + JSON-LD
- Support 5: Monthly Entity Audit with Search Console → links to all above
Editor’s Checklist (paste into your workflow)
- Use the exact phrase once near the top; vary phrasing elsewhere.
- Add 2–4 diagrams or tables (entity map, link plan, schema types).
- Embed at least four contextual internal links and two authoritative externals.
- Place concise PAA answers in the body, not just in FAQ schema.
- Compress images and set descriptive alt text tied to entities.
- Update monthly with new entities and link opportunities from GSC.
FAQ
Is “semantic SEO” only about schema?
No. Schema is the machine-readable layer. The strategy begins with entities and relationships, then becomes visible through headings, copy, images, and links.
Can this work for local businesses?
Yes—add local entities (city, neighborhood, service), use relevant LocalBusiness schema, and interlink location and service pages based on real user journeys.
What if my site already has scattered content?
Audit for overlapping pages, merge thin articles into stronger hubs, and rebuild internal links to reflect your new entity map.

