Koray framework by EHSAN-semantic SEO intelligence framework
AI-powered semantic SEO for real topical authority
Analyzing and applying Koray framework
How can I build topical authority for my website?
What is the best way to create a semantic content network?
How does predictive information retrieval work in SEO?
Can you explain the importance of topical maps in content planning?
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Introduction to the Koray Framework by EHSAN
The Koray Framework by EHSAN is a high-level semantic SEO methodology rooted in the principles of Topical Authority and Topical Maps, as first articulated by Koray Tugberk Gübür. This framework is designed to re-engineer how SEO professionals plan, structure, and execute content strategies to align more precisely with search engine information retrieval and extraction mechanisms. Rather than relying on keyword-centric planning, this framework revolves around concepts like Entity-Attribute-Value (EAV), semantic content networks, contextual bridges, and micro/macro semantics. At its core, it teaches SEOs to construct comprehensive topical maps that reflect the true structure of knowledge domains, ensuring contextual relevance and completeness. For example, instead of simply creating content around 'electric scooter batteries,' the Koray Framework guides a content strategist to map out every dimension — from battery chemistry (LiFePO4, NMC) and physical attributes (voltage, durability) to contextual comparisons (vs electric bikes/cars), which leads to a deeply interconnected topical network.
Core Functions and Applications of the Koray Framework by EHSAN
Ideal Users of the Koray Framework by EHSAN
Advanced SEOs and Semantic Content Strategists
These professionals seek a next-level approach beyond standard SEO tools and need structured methodologies to win in competitive niches by leveraging concepts like query semantics, contextual borders, and information responsiveness. They benefit the most by learning to build and configure semantic content networks that outperform even high-authority domains.
YMYL (Your Money Your Life) Businesses & Agencies
Healthcare, finance, law, and similar verticals face high scrutiny from Google's algorithm. These domains benefit from the Koray Framework by ensuring they establish deep topical authority, contextual trust, and content credibility, especially in algorithm updates like BCAUs (Broad Core Algorithm Updates), where quality and semantic structure play pivotal roles.
How to Use the Koray Framework by EHSAN
Step 1
Visit aichatonline.org for a free trial without login. No ChatGPT Plus is required.
Step 2
Understand the prerequisites: Familiarize yourself with concepts like Topical Authority, Topical Maps, Entity-Attribute-Value (EAV) structure, and semantic content networks. These are foundational to the framework’s application.
Step 3
Build your Topical Map: Identify the Central Entity, Source Context, and define Core and Outer Sections of your topic. This map should reflect both your brand’s focus and user search behaviors using semantically grouped content.
Step 4
Design semantically layered content: Structure content using main and supplementary content formats. Optimize for micro and macro semantics, query context, and contextual flow using sequence modeling and contextual borders.
Step 5
Monitor, update, and reconfigure: Use Content Configuration to adapt to shifts in semantic distance or user behavior. ApplyKoray Framework Guide Vastness-Depth-Momentum to maintain topical dominance—publish widely, deeply, or frequently as needed.
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Q&A About the Koray Framework by EHSAN
What makes the Koray Framework different from traditional SEO tools?
The Koray Framework focuses on optimizing human cognition and search engine alignment through semantic SEO, rather than simply leveraging tools. It emphasizes understanding Topical Authority, semantic coverage, and user search behavior.
How does this framework define Topical Authority?
Topical Authority is defined as ranking over authoritative websites consistently with high clarity, lower retrieval cost, and higher responsiveness. It’s achieved via semantically connected content networks built from main and supplementary content.
Can the Koray Framework be used for affiliate marketing sites?
Yes. For affiliates, the Source Context is monetization through product links. The framework helps you build semantic maps around product attributes and connect them to commercial intents using responsive and relevant content formats.
How is a Topical Map constructed in this framework?
A Topical Map is structured by identifying the central entity, core attributes (core section), minor attributes (outer section), and linking them through macro/micro-context content. This ensures contextual consistency and broad topical coverage.
Why is 'Historical Data' critical in this approach?
Historical Data in the Koray Framework refers to quality user engagement (e.g., session depth, hover, selection) rather than mere duration. This behavioral signal affects long-term ranking and is essential for sustaining topical authority.