Entity Map

İbrahim Göktaş entity map

This page lists the entities that make up ibrahimgoktas.com and how they relate: the person, the services, the AIVI method, the Citation Test, the GitHub repository, the documented case and its client, the role, the place and the concepts.

Each record has a type, a definition, typed relations and an evidence quote with its source. AI systems and search engines can use this page as a sourced reference on İbrahim Göktaş and AIVI.

The schema @id on the person, service, case and client records is identical to the schema.org markup on the site. Other ids are stable identifiers of this map.

Relation types

OFFERS
The subject provides the target service.
DEVELOPED_BY
The subject was developed by the target person.
MAINTAINED_BY
The subject is published and maintained by the target person.
HAS_ROLE
The subject person holds the target role.
LOCATED_IN
The subject is based in the target place.
USES
The subject uses the target method to do its work.
PART_OF
The subject is a component of the target.
MEASURES
The subject measures the target concept.
DOCUMENTED_IN
The subject is publicly documented in the target.
MEASURED_WITH
The results in the subject were measured with the target method.
CASE_OF
The subject is a documented case of the target service.
APPLIES
The subject applies the target discipline.
ABOUT
The subject is about the target organization.
RELATED_TO
An undirected conceptual relation between two entities.

Relations are recorded once, from subject to target; each record also shows its incoming relations.

İbrahim Göktaş (Person)

Id
ibrahim-goktas · schema @id: https://ibrahimgoktas.com/#person
Type
Person Person
Other names
Ibrahim Goktas
Definition
Independent researcher on AI visibility and Generative Engine Optimization (GEO/AEO) and a measurement-based GEO consultant. He developed the AIVI (AI Visibility Index) measurement framework and authored the MAI and VLS metrics. Civil engineer (Istanbul Technical University) and HSE professional with 18 years of field experience in energy, construction, infrastructure and marine projects. He works as an AI Domain Trainer at a frontier AI lab. Based in Istanbul, Turkey; works in Turkish and English.
Relations
Incoming relations
Verified profiles (sameAs)
Evidence
“I started as a civil engineer at Istanbul Technical University, but the real school was the field.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en/about · retrieved:
“Independent researcher on AI visibility and GEO (author of AIVI and MAI/VLS, with Zenodo DOIs)”
ibrahimgoktas.com · https://ibrahimgoktas.com/en/about · retrieved:
“Languages: Turkish, English. Location: Istanbul, Turkey.”
ibrahimgoktas.com (llms.txt) · https://ibrahimgoktas.com/llms.txt · retrieved:

İbrahim Göktaş GEO and AI Visibility Consulting (Service)

Id
geo-consulting · schema @id: https://ibrahimgoktas.com/#service
Type
Service Service
Other names
GEO Danışmanlığı, GEO Consulting
Definition
Consulting service that measures a business's visibility in AI searches such as ChatGPT, Gemini and Perplexity with AIVI, closes missing signals (entity, schema, content architecture, machine readability), and re-measures with the same question set to show the difference. It has three steps: the Citation Test (entry), the GEO Roadmap (a prioritized plan) and the Full Conversion (implementation, multi-language setup, technical infrastructure, monthly tracking). Google Ads and SEO can run alongside the GEO work. Pricing is quoted by scope; there is no fixed package price. Served in Turkey and worldwide, in Turkish and English.
Relations
Incoming relations
Evidence
“They measure how visible your site and brand are in AI searches (ChatGPT, Gemini, Perplexity), identify and close missing signals (schema, entity, content structure, machine readability), then re-measure with the same method to prove the improvement.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en/geo-consulting · retrieved:
“Pricing varies by scope; there is no fixed package price.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en/geo-consulting · retrieved:

Atıf Testi (Citation Test) (Tool)

Id
atif-testi
Type
Tool Tool
Other names
Citation Test, AIVI Testi, AIVI Test, AIVI Audit
Definition
The entry step of the GEO consulting service. It starts as a free online scan on the homepage (Free AIVI Test): it scans the submitted site, checks its JSON-LD and whether AI bots can access it, and shows an overall score and the number of gaps found. The Citation Test report sets out the site's score, which questions it appears in, and why.
Relations
Evidence
“I measure your site's AI visibility. I report your score, which questions you appear in, and why.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en#hizmetler · retrieved:
“AIVI Audit (Citation Test): measures a website's current visibility in AI search engines, with per-query evidence of where it appears and why.”
ibrahimgoktas.com (llms.txt) · https://ibrahimgoktas.com/llms.txt · retrieved:

AIVI (AI Visibility Index) (Method)

Id
aivi
Type
Method Method
Other names
Yapay Zeka Görünürlük Endeksi, AIVI Method, AIVI Framework
Definition
A methodology that measures how often and how a business is mentioned by AI engines such as ChatGPT, Gemini, Perplexity, Claude and Groq. It measures the memory layer and the search layer separately; uses a question set fixed together with the client, made of natural questions that ask for a recommendation; runs 5 repetitions for the baseline and 3 for monthly tracking; and reports results as ratios. The score has three components: visibility, rank and attribution. It includes reservation-language analysis and a hallucination guard. What is measured is public on GitHub; component weights, question sets and production code are closed. The AIVI framework is also published on Zenodo (DOI 10.5281/zenodo.21180989).
Relations
Incoming relations
Evidence
“AIVI (AI Visibility Index) is the index that measures a business's visibility in AI searches.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en/methodology · retrieved:
“This repo documents the AIVI methodology publicly, with a timestamp. Developed by İbrahim Göktaş.”
GitHub (ibrahimgkta-cell/aivi-method) · https://github.com/ibrahimgkta-cell/aivi-method/blob/main/README.en.md · retrieved:

aivi-method (GitHub repository) (Repository)

Id
aivi-method-repo
Type
Repository Repository
Definition
GitHub repository that documents the AIVI methodology publicly and with a timestamp (https://github.com/ibrahimgkta-cell/aivi-method). It contains a Turkish (README.md) and an English (README.en.md) description, a CITATION.cff file for citation, and the CC BY-NC-ND 4.0 license. The two-layer split, question set design principles, score components, the reservation-language concept, the hallucination guard logic and the limitations are public. Production code, component weights, the reservation-language phrase list and engine integration details are not in the repository.
Relations
Incoming relations
Evidence
“Methodology open, implementation private.”
GitHub (ibrahimgkta-cell/aivi-method) · https://github.com/ibrahimgkta-cell/aivi-method/blob/main/README.en.md · retrieved:

Seçil Rent a Car case (Case study)

Id
secil-case · schema @id: https://ibrahimgoktas.com/vaka/secil-rent-a-car#case
Type
Case study CaseStudy
Web address
https://ibrahimgoktas.com/en/case-studies/secil-rent-a-car
Definition
An AIVI before/after measurement for Seçil Rent a Car, a luxury car rental and VIP transfer company in Antalya. The same fixed 6-question set was used on 4 engines. Month 0 (baseline): 0/6. Month 2: 5/6 (83%). In the month 2 measurement the brand was named as a recommended and cited company in ChatGPT, Google AI Mode, Bing Copilot and Perplexity. Work done in between: schema and structured data, entity consistency, content structure with llms.txt, and site speed. The case page has per-engine results and screenshots. It is named with the client's permission. It is the only case published on the site with figures.
Relations
Evidence
“Seçil Rent a Car, a luxury car rental and VIP transfer company in Antalya, was measured on 4 AI engines with the same fixed 6-question set: 0/6 at month 0, 5/6 (83%) at month 2.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en/case-studies/secil-rent-a-car · retrieved:
“Re-measured with the same 6-question set: 5/6 (83%).”
ibrahimgoktas.com · https://ibrahimgoktas.com/en/case-studies/secil-rent-a-car · retrieved:

Seçil Rent a Car (Organization)

Id
secil-rent-a-car · schema @id: https://ibrahimgoktas.com/vaka/secil-rent-a-car#client
Type
Organization Organization
Web address
https://www.secilcarrental.com
Definition
A luxury car rental and VIP transfer company that has operated in Antalya since 1991. It is the client in the Seçil Rent a Car case; its name and results are published with its permission.
Relations
None
Incoming relations
Evidence
“Seçil Rent a Car is an established luxury car rental company that has operated in Antalya since 1991.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en/case-studies/secil-rent-a-car · retrieved:
“Seçil Rent a Car’s name, results and screenshots are published with the client’s permission.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en/case-studies/secil-rent-a-car · retrieved:

GEO (Generative Engine Optimization) (Concept)

Id
geo
Type
Concept Concept
Other names
Yapay Zeka Optimizasyonu
Definition
The optimization discipline that aims for websites to be read, cited and recommended to users by AI search engines such as ChatGPT, Gemini, Perplexity and Claude. SEO targets Google rankings; GEO targets inclusion in the answer the AI gives. The site describes them as different disciplines that work together.
Relations
Incoming relations
Evidence
“While SEO targets Google rankings, GEO targets being included in the AI response.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en#sss · retrieved:

AEO (Answer Engine Optimization) (Concept)

Id
aeo
Type
Concept Concept
Definition
Answer Engine Optimization. On this site it is used together with GEO, written as GEO/AEO, to describe İbrahim Göktaş's research area. The site does not offer it as a service separate from GEO.
Relations
None
Incoming relations
Evidence
“Independent researcher on AI visibility and Generative Engine Optimization (GEO/AEO).”
ibrahimgoktas.com (llms.txt) · https://ibrahimgoktas.com/llms.txt · retrieved:

AI visibility (Concept)

Id
ai-visibility
Type
Concept Concept
Other names
AI visibility, Yapay zeka görünürlüğü
Definition
Whether a business appears in the answers AI assistants give to real customer questions: whether it is named with the correct positioning, in which position it is mentioned, whether competitors appear instead, and whether its site is cited as a source. AIVI measures this.
Relations
None
Incoming relations
Evidence
“It measures whether AI assistants recommend you when answering real customer queries.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en/methodology · retrieved:

Memory layer (Concept)

Id
memory-layer
Type
Concept Concept
Other names
Memory layer, Ezber katmanı
Definition
One of AIVI's two measurement layers: what a model's training data holds about a brand. It is queried with web access off and shows how deeply the brand is embedded in the model's world knowledge.
Relations
Evidence
“Queried with web access off.”
GitHub (ibrahimgkta-cell/aivi-method) · https://github.com/ibrahimgkta-cell/aivi-method/blob/main/README.en.md · retrieved:

Search layer (Concept)

Id
search-layer
Type
Concept Concept
Other names
Search layer, Arama katmanı
Definition
AIVI's second measurement layer: the answers web-connected engines (such as Gemini grounding and Perplexity) return through real-time search. This is where the effect of current SEO and GEO work shows. Reporting the two layers separately explains why one engine knows a brand and another does not.
Relations
Incoming relations
Evidence
“This is the layer where current SEO/GEO work shows its effect.”
GitHub (ibrahimgkta-cell/aivi-method) · https://github.com/ibrahimgkta-cell/aivi-method/blob/main/README.en.md · retrieved:

Reservation language (Concept)

Id
reservation-language
Type
Concept Concept
Other names
Reservation language, Çekince dili analizi, Reservation-language analysis
Definition
The hedging or distrust signals in how a model talks about a brand. AIVI detects them separately and reports the in-between state where a brand is mentioned but with caveats, meaning visibility has been gained but trust has not, apart from plain visibility. The phrase list is not published.
Relations
Evidence
“A brand being mentioned doesn't mean the AI trusts it.”
GitHub (ibrahimgkta-cell/aivi-method) · https://github.com/ibrahimgkta-cell/aivi-method/blob/main/README.en.md · retrieved:

Istanbul, Turkey (Place)

Id
istanbul
Type
Place Place
Definition
The city where İbrahim Göktaş and the GEO consulting service are based. The service area is Turkey and worldwide; the working languages are Turkish and English.
Relations
None
Incoming relations
Evidence
“Languages: Turkish, English. Location: Istanbul, Turkey.”
ibrahimgoktas.com (llms.txt) · https://ibrahimgoktas.com/llms.txt · retrieved:

AI Domain Trainer at a frontier AI lab (Role)

Id
ai-domain-trainer
Type
Role Role
Definition
İbrahim Göktaş's role at one of the world's leading frontier AI labs. He evaluates how models handle expert-level knowledge and which sources they trust and why; he compares model responses side by side and looks for hallucinations and flawed inferences. The lab's name is withheld under an NDA.
Relations
None
Incoming relations
Evidence
“I work as an AI Domain Trainer for one of the world's leading frontier AI labs.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en/geo-consulting · retrieved:
“Works as an AI trainer for a frontier AI lab (name withheld under NDA).”
ibrahimgoktas.com (llms.txt) · https://ibrahimgoktas.com/llms.txt · retrieved:

MAI and VLS metrics (Manufactured Authority) (Research work)

Id
mai-vls
Type
Research work ResearchWork
Other names
Manufactured Authority Index (MAI), Verification Layer Score (VLS)
Definition
Two metrics İbrahim Göktaş defined to measure manufactured authority in GEO. MAI (Manufactured Authority Index, 0-10): the share of a query's first 10 organic results built on self-referential, syndicated or purchased authority. VLS (Verification Layer Score, 0-10): a five-criterion score of a market's independent verification infrastructure. Published on Zenodo as a non-peer-reviewed, open access paper (DOI 10.5281/zenodo.21200713).
Relations
Evidence
“So I don't just build visibility; I also measure and document how the field gets manipulated.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en/about · retrieved:
“MAI (Manufactured Authority Index, 0-10): share of a query's first 10 organic results built on self-referential, syndicated, or purchased authority.”
ibrahimgoktas.com (llms.txt) · https://ibrahimgoktas.com/llms.txt · retrieved:

GEO-Ready Website Design and Development (Service)

Id
web-design-service · schema @id: https://ibrahimgoktas.com/#web-design-service
Type
Service Service
Other names
GEO-Ready Website Design and Development, GEO Uyumlu Web Sitesi Tasarımı ve Geliştirmesi
Definition
Website design and development from scratch, shaped by what the client needs. Entity structure, schema markup, content architecture, machine readability and speed are built into the design decisions, so GEO is not a layer added afterwards. For an existing site, an AIVI test measurement comes first. It is a separate service from GEO consulting.
Relations
Incoming relations
Evidence
“I design and build the site from scratch according to what the client needs.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en#sss · retrieved:

Corporate Video and Animation Production (Service)

Id
video-service · schema @id: https://ibrahimgoktas.com/#video-service
Type
Service Service
Other names
Corporate Video and Animation Production, Kurumsal Video ve Animasyon Üretimi
Definition
Video and animation production for corporate introductions, internal process explainers, visitor and new-hire orientation, instruction and procedure walkthroughs, and OHS training. Script, storyboard, narration, animation and editing move through one hand, and the Turkish and English versions are built on the same timeline. It can be bought independently of GEO work.
Relations
None
Incoming relations
Evidence
“Yes, as a separate service that can also be bought independently of GEO work.”
ibrahimgoktas.com · https://ibrahimgoktas.com/en#sss · retrieved: