Rank topics,
not
keywords.
Chasing keywords one page at a time is why your traffic plateaued. Google’s NLP reads topics and entities now — not strings. Using Koray Tuğberk GÜBÜR’s Topical Authority framework (Topical Maps, Entity-Attribute-Value coverage, Cost-of-Retrieval, 41 authorship rules) I make you own the entire concept space — so you compound for years without buying a single backlink.
Tanzid · Semantic LeadKoray-trained →K
This service follows the Semantic SEO framework pioneered by Koray Tuğberk GÜBÜR.
Topical Authority, the Entity-Attribute-Value model, Cost of Retrieval, and the 41 authorship rules referenced here originate from Koray's published work and the Topical Authority Academy. I implement his framework — credit where credit is due.
Search engines
read meaning,
not keywords.
Semantic SEO is the practice of structuring a website so that search engines (and the LLMs trained on their data) understand the meaning, relationships, and authority of your content — not just match a query string against a page.
The keyword era is over. Google's NLU stack — BERT, MUM, and the LLM-augmented ranking layer — reads concepts, entities, and topical relationships. A page that "ranks for one keyword" loses to a site that owns the whole topic graph around it.
Koray's framework gives this a precise shape: a measurable formula, a hierarchical content structure, and 41 writing rules that compound into Topical Authority.
One equation,
two multipliers.
How completely you map the subject.
Every entity, attribute, sub-topic, predicate, and user question within your niche — captured by a Topical Map and shipped as interconnected pages. No content gap, no semantic blind spot.
How long you've been consistent.
Publishing rhythm, engagement signals, dwell time, return visits, content updates. Google's confidence in you compounds the longer you keep the coverage healthy. Newness is a tax; consistency is the offset.
Map the
whole topic,
not the keyword.
Teach search
the facts,
not the prose.
The triple is the unit.
An E-A-V triple is the atomic unit of structured knowledge. Example: Tanzid Al Tuhin → occupation → SEO consultant. A page covers an entity by stating its attributes; the more attributes covered with values, the higher its coverage score.
Koray's framework requires complete EAV coverage per entity — not 80%, not "the important ones." When Google's NLU model parses the page, every triple it expects to find should be there, declared in clean prose + schema.
This is also what AI search engines retrieve. ChatGPT pulls triples to assemble an answer. If your page doesn't surface the triple, the citation goes elsewhere.
Make it cheap
for Google to
read your site.
Google works hard
to understand you.
Google reads you
in one pass.
How a sentence
gets written.
One macro per page
H2 as a user question
40-word extractive answer
Full EAV coverage
Macro-to-micro flow
Internal linking with intent
Source context match
Sentence-level clarity
Predicate consistency
Coverage starts
the clock. Time
compounds the trust.
What history actually measures.
Six stages, one
decision.
Tokenization
Query split into tokens. "best AI SEO consultant" → [best, AI, SEO, consultant].
Entity recognition
NLU identifies entities in the query: "AI SEO" (concept), "consultant" (role).
Intent classification
Macro intent decided — informational, navigational, transactional, or commercial.
Context expansion
Query expanded with co-occurring entities, synonyms, related concepts. Hidden in the model.
Document retrieval
Index probed for pages with matching entity coverage, low cost-of-retrieval, strong source context.
Ranking + citation
Final ordering. For AI Overviews / LLMs, top candidates feed the answer generator — citation chosen here.
Who says it
matters as much
as what is said.
Context
The three vertices.
Nine stages,
one pipeline.
Search Intent Research
Week 1Topical Mapping
Week 2Entity Research
Week 3Website Structure Planning
Week 4Semantic Content Creation
Weeks 5–10On-Page Optimization
Week 10Internal Linking
Week 11Authority Building
Weeks 11–12Continuous Optimization
Week 12 + ongoingEvery artifact,
in your CMS.
Map + drafting half
Schema + ship half
Is the framework
for you?
Sites that backlinks can't fix
You've spent on links, gone nowhere. Coverage + history is the lever you haven't pulled.
Founder-led SaaS in a focused niche
Narrow vertical, defined audience, defensible expertise. The topic map maps cleanly.
Affiliate / publisher building a niche
Coverage-driven verticals (recipes, tools, software, reviews) — Koray's case studies live here.
Hit by a Helpful Content Update
HCU penalizes thin coverage. The framework rebuilds the comprehensiveness Google now measures.
B2B with long buyer research cycles
Decisions made over weeks; buyer reads 10+ pages. Topical Authority owns that whole journey.
Site planning to leverage programmatic SEO
Programmatic at scale only works on a healthy semantic foundation. Map first, multiply second.
The honest answers.
Because honesty matters. Topical Authority, the EAV model, Cost of Retrieval, and the 41 authorship rules are his framework — published, taught, and battle-tested in his case studies. I learned this from him; I implement it for clients; I credit him for it. Anyone selling "semantic SEO" without acknowledging Koray either invented something different or is borrowing without attribution.
I went through the Topical Authority Academy and applied his framework on multiple client projects. I'm not on his team, I don't represent Holistic SEO & Digital, and I don't claim certification. I'm a practitioner of his methodology — the way a developer might be a practitioner of Test-Driven Development without working at Pivotal.
The Topical Coverage lift is visible 60–120 days after the map ships. The Historical Data multiplier is what compounds — typically you see meaningful compounding from month 6 onwards. Koray's published case studies show 0 → 128,000 organic sessions in 123 days, but that's the high end on a perfectly mapped niche.
Often the right move is consolidation, not addition. We map your current pages onto the Topical Map, identify gaps, identify cannibalization, and sometimes delete or merge 20–30% of pages. Koray calls this "Topic Consolidation" — and it usually lifts traffic by itself.
No — it absorbs it. Technical SEO, Core Web Vitals, schema, and on-page basics are part of Cost of Retrieval. Backlinks still help. The framework just changes the priority: coverage first, history second, links third.
Yes. The framework is language-agnostic. EAV, topical maps, predicates work the same in Bangla. Many Bangladeshi affiliate and B2B sites are wide-open semantic opportunities because no one's mapped them properly yet.
Because it's slow, demanding, and doesn't resell. A topical map takes weeks. 41 authorship rules take training to internalize. Most agencies sell packages: 4 blog posts, 10 backlinks, monthly. Koray's framework requires the agency to be a bottleneck on quality, not a volume play.
Content Configuration starts — Koray's rule is "audit every page every 6 months." We move to a quarterly cadence: add micro-coverage where gaps emerge, retune anchor text, refresh EAV. Most clients stay on retainer for this; some take the calendar and run it internally.
See the gaps
holding you flat.
Send me your site and I’ll map your current topical coverage against your niche — free — and sketch the macro context you’d need to own to start compounding. The sketch is yours to keep whether or not we work together.