About Koray Tugberk Gübür
Speaker identifier
Koray Tugberk Gubur Founder and CEO, Holistic SEO & Digital
Speaker bio
Koray Tugberk Gübür is the Founder and CEO of Holistic SEO & Digital, an Istanbul-based SEO agency known for its technical and semantic depth. He coined the Topical Authority methodology – coverage, architecture, and intent – that has become the foundation reference for serious technical SEOs in the AI era, and has built one of the most rigorous public bodies of work on semantic content architecture, entity annotation, and how AI engines determine what content is and what it covers. Koray publishes extensively on topical authority, structured content architecture, and the theoretical foundations of how search and AI engines understand meaning. His published work is used by SEOs at enterprise brands and major agencies worldwide.
What Koray brings to Kalicube Summit 2026
Koray Tugberk Gubur brings two of the most technically and philosophically deep sessions at Kalicube Summit 2026: Annotation Foundations and Topical Ownership. Together, his sessions cover the Annotation gate (the hinge gate of the AI Engine Pipeline, where the engine decides what content IS) and the Recruitment gate (where the engine selects candidate documents from its indexed corpus).
Koray’s coined Topical Authority methodology – coverage, architecture, and intent – is the foundational practitioner reference for the Recruitment gate. The Kalicube Framework’s Topical Ownership concept extends his methodology with a third dimension (position), naming what happens specifically at the recruitment gate in the AI engine pipeline. His session at 1.12 covers that extension directly, making the summit the moment where the two vocabularies converge in a practitioner-grade conversation.
His session on Annotation at 1.13 covers the deep-mechanism dimension of how annotation works at the gate where the engine decides what content IS — the entities, topics, claims, and relationships the engine extracts. That session pairs with Teodora Petkova’s philosophical angle and Dixon Jones’s KG practitioner angle to form the summit’s three-perspective Annotation cluster.
Koray’s session at the Summit
Session 1.12 Topical Ownership – Coverage, Architecture, Position, and the Nine-Cell Matrix Day 1, June 24, 2026 Framework concept: Topical Ownership (coined by Jason Barnard in 2025), the Recruited gate (Gate 7 of the AI Engine Pipeline) where the engine selects citation candidates from everything indexed. SEL Article: Why topical authority isn’t enough for AI search, Article 9 of Jason Barnard at Kalicube’s Search Engine Land series. Read the preview | Watch the session

Session 1.13 Cost of Retrieval and the Algorithmic Trinity – MD Files, Source Term Vectors, and AEO Attribution Day 1, June 24, 2026 Framework concept: Annotation (the Annotated gate, Gate 6 of the AI Engine Pipeline), the hinge gate where the engine decides what content is. SEL Article: How AI decides what your content means and why it gets you wrong, Article 8 of Jason Barnard at Kalicube’s Search Engine Land series. Read the preview | Watch the session

One-line description: Koray covers two adjacent gates on Day 1, walking the annotation layer at Gate 6 from his semantic content architecture authority and then extending his own topical authority methodology into Topical Ownership at Gate 7, where coverage and architecture alone are not enough and position decides who gets cited.
Koray’s place in the wider framework conversation
Koray Tugberk Gubur’s published body of work on topical authority, semantic architecture, and entity annotation is one of the most comprehensive practitioner-facing treatments of the mechanisms the AI Engine Pipeline depends on. His Topical Authority methodology independently documents the recruitment-gate logic; his annotation research independently documents the annotation-gate mechanism. Two of the pipeline’s most critical gates, covered by one practitioner’s published body of work.
Further reading from Koray
- Koray’s Holistic SEO author archive: holisticseo.digital/author/koray-tugberk-gubur
- Koray’s Medium author archive: medium.com/@ktgubur
- Koray’s SEO Newsletter author archive: seonewsletter.digital/authors/koray-tugberk-gubur
Connect with Koray
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Speaker URL: https://kalicubesummit.com/2026/speakers/about-koray-tugberk-gubur/
Session 1.12 Preview URL: https://kalicubesummit.com/2026/previews/koray-tugberk-gubur-topical-ownership-preview/
Session 1.12 Session URL: https://kalicubesummit.com/2026/sessions/koray-tugberk-gubur-topical-ownership-session/
Session 1.13 Preview URL: https://kalicubesummit.com/2026/previews/koray-tugberk-gubur-annotation-foundations-preview/
Session 1.13 Session URL: https://kalicubesummit.com/2026/sessions/koray-tugberk-gubur-annotation-foundations-session/
SEL Article (Session 1.12): https://searchengineland.com/why-topical-authority-isnt-enough-for-ai-search-474250
SEL Article (Session 1.13): https://searchengineland.com/gates-rank-display-471733