About Ehsan Khan — Semantic SEO Consultant
Ehsan Khan is a Semantic SEO consultant who builds topical authority for businesses through topical maps, semantic content networks, and structured content briefs — using Koray Tuğberk GÜBÜR's topical authority framework as the foundational methodology for every engagement.
From Engineering to Semantic SEO: The Background That Changes the Work
Computer Science at NUST: Where Structured Thinking Started
Ehsan Khan's engineering background at the National University of Science and Technology (NUST) in Islamabad — covering algorithmic modelling, information retrieval, and computational linguistics — applies directly to how search engines parse and rank structured content.
His programme included data structures, algorithmic modelling, and information retrieval systems, with a research focus on computational linguistics and how machines process structured language.
Information retrieval — the study of how systems find, rank, and return relevant documents in response to queries — is precisely what search engines do. Understanding it at an engineering level shapes how SEO problems get diagnosed and solved.
Why an Engineer Approaches SEO Differently
An engineering background applies SEO as an information architecture problem: a website is a structured set of entities, relationships, and signals that either communicates clearly to a retrieval system — or does not.
This framing connects directly to Koray Tuğberk GÜBÜR's semantic SEO methodology — which operates on the same information architecture logic: define entities precisely, structure their relationships correctly, and the search engine has everything it needs to rank the site with confidence.
The Koray Framework: The Methodology Ehsan Practises and Teaches
Koray Tuğberk GÜBÜR's topical authority framework is the most structured approach to organic SEO currently applied in practice. It treats every website as a semantic entity network — where the goal is not to rank individual pages for individual keywords, but to achieve a ranking state of topical authority across a topic domain.
What the Framework Covers
The framework begins with 2 foundational inputs: the source context (why the website deserves to exist in the SERP and how it monetises) and the central entity (what the site is unambiguously about). From these, a topical map is constructed — a structured network of interconnected topics split into a core section (directly monetising, highest internal link priority) and an outer section (supporting impressions, historical data, contextual breadth).
Each topic in the map is scored through 3 PPR attributes — Prominence, Relevance, and Popularity — to determine whether it earns a standalone page or integrates as a micro-context within a stronger node.
Topics then become semantic content briefs: structured documents specifying the heading architecture, contextual vectors, entity requirements, format instructions, and internal link targets for a single page. Published in sequence, these briefs build a semantic content network — the operational implementation of topical authority.
How Ehsan Applies It for Clients
Every client engagement at Growth Partner starts from the same point: source context and central entity definition. No keyword research begins before these are locked.
The topical map follows — typically covering 30 to 80+ pages across core and outer sections depending on the site's scale and competitive environment.
Content briefs are produced to Koray framework specifications and delivered to client content teams or writers for direct implementation. The result is a publishing programme that builds topical authority sequentially — foundational definitions first, derivative topics after — rather than producing disconnected content without a coherent entity signal.
The Work: Clients, Industries, and Markets
Growth Partner — The Consultancy Behind the Work
Growth Partner is Ehsan Khan's semantic SEO consultancy, through which all client engagements are delivered. The practice operates across B2B and B2C clients in multiple industries, with semantic SEO strategy — topical maps, content brief programmes, semantic content networks, and topical authority audits — as the core service offering. Ehsan leads all strategic work directly.
Growth Partner has delivered topical map programmes for clients across multiple industries, with active engagements in professional services, B2B SaaS, beauty wholesale, home services, translation, and software sectors.
Industries and Markets Served
Active and recent engagements span professional beauty wholesale (New Zealand), cost estimation software (United States), translation services (global English-language markets), home services and HVAC (Australia), and villa rental (South-East Asia). Client work in the United Kingdom and Australia forms the largest share of current activity.
The full record of results across client projects is documented in case studies.
What Ehsan Khan Delivers as a Semantic SEO Consultant
Ehsan Khan delivers 3 core services as a Semantic SEO consultant: topical map creation, semantic content briefs and networks, and topical authority audits.
Topical Map Creation
A topical map defines the complete content architecture a website must build to achieve topical authority — every topic, in what order, at what URL depth, linked to what other pages. Ehsan delivers topical maps as a standalone engagement or as the first stage of a broader semantic content programme. Every topical map is built using the Koray framework's core and outer section structure, PPR scoring, and entity-relationship mapping.
Semantic Content Briefs and Networks
A semantic content brief specifies every element a writer needs to produce a page that ranks: the heading hierarchy, each contextual vector, the entity requirements for each section, the format type (paragraph, table, list, FAQ), the internal links, and the CTA placement. Ehsan produces content briefs individually for specific pages or as a programmatic batch covering the full topical map — the latter constituting a complete semantic content network delivery.
Topical Authority Audits
A topical authority audit evaluates an existing site's semantic content network against the Koray framework: which topics are covered, which are missing, which are too thin to hold ranking position, and where the internal link structure is broken or absent. The audit output is a prioritised action plan — a sequenced implementation roadmap, not a report full of observations.
Connect, Follow, or Work Together
Ehsan Khan publishes semantic SEO frameworks, topical map walkthroughs, and Koray methodology education on YouTube at @EhsanKhanSemanticSEO.
Follow practitioner-level analysis, industry insights, and semantic SEO breakdowns on LinkedIn.
For consulting enquiries, the most direct route is a free 30-minute strategy call — a focused session on your site's topical authority gaps, no commitment required.
Frequently Asked Questions About Ehsan Khan
Ehsan Khan's practice is built on Koray Tuğberk GÜBÜR's topical authority framework — a structured approach to semantic SEO that establishes source context, maps the central entity, builds a topical map (core and outer sections), and implements the map as a semantic content network of interlinked pages. Every engagement applies this methodology from the first step.
Ehsan works with businesses in the United States, United Kingdom, Australia, and internationally across English-language markets. Active industry experience includes professional services, B2B SaaS, beauty wholesale, home services, translation, and software. Engagements are delivered through Growth Partner, his semantic SEO consultancy.
Traditional SEO targets individual keywords. Ehsan's approach targets topical authority — a ranking state where the entire site is recognised by search engines as a comprehensive, structured resource on a specific entity. This requires building a topical map first, then populating it with a semantic content network, rather than producing individual articles without a connected architecture.
The starting point is a free 30-minute strategy call via Calendly, where Ehsan reviews your site's topical authority gaps and outlines what a topical map or content brief programme would look like for your specific situation. SEO SOPs and frameworks are available as digital products at /seo-products/, for those not yet ready to hire a consultant.
Ehsan publishes semantic SEO education — topical map frameworks, content brief walkthroughs, and Koray methodology breakdowns — on YouTube at @EhsanKhanSemanticSEO and on LinkedIn at /in/ehsan-khan-semantic-seo/. Blog posts covering semantic content briefs, topical maps, and entity-based SEO are published at /blog/.