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AI visibility analysis

Do AI assistants mention your brand, describe it correctly, and which sources do they rely on? We measure it on four platforms.

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Engines we measure
  • ChatGPT
  • Gemini
  • Perplexity
  • Claude
  • AI Overviews

Last updated

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Istanbul · Maslak

In short

What is AI visibility analysis? The answer in one paragraph.

Roicool's AI visibility analysis runs a set of brand, category, comparison and problem questions on four platforms and tabulates mentions, position, accuracy of the description, cited sources and competitor share. AI referrals from GA4 are added, and the report ends with a roadmap.

Last updated: 20 October 2026View as Markdown

Your customers research in ChatGPT and similar assistants, and you do not know what is said there.

Four problems we solve.

  • Your customers research in ChatGPT and similar assistants, and you do not know what is said there.

  • An assistant describes your brand incorrectly or does not mention it at all.

  • You want to see where you stand before investing in GEO.

  • You want to understand why your competitors get recommended.

Scope

How we measure with Ossvy

Ossvy regularly asks ChatGPT, Gemini, Claude and Perplexity the questions your customers ask, and records whether the brand is mentioned, how it is described and which sources are shown. Every figure in the analysis carries its method: "Measured with Ossvy", the number of questions, the platforms and the period. The question set and metrics below are the scope of this measurement.

01Question set
01

Question set

Four types of question: brand ("What is X?"), category ("companies offering X in Turkey"), comparison ("A or B?"), problem ("What causes X?"). Usually 20–40 questions per service area.

Deliverable · Question set
02Four platforms
02

Four platforms

ChatGPT, Gemini, Perplexity and Google AI Mode; each question run several times in a clean session.

Deliverable · Measurement table by
03What we measure
03

What we measure

Mention rate, position, accuracy of the description, cited sources and the competitors mentioned in the same answers.

Deliverable · Cited sources and
04Traffic data
04

Traffic data

A GA4 segment for sessions from chatgpt.com, perplexity.ai, gemini.google.com, copilot.microsoft.com and claude.ai.

Deliverable · Prioritized roadmap and
05Roadmap
05

Roadmap

Prioritized recommendations for off-site sources (directories, lists, press), page structure and technical access. The method in detail: How to measure AI visibility.

Price: by scope, written in the proposalAsk for a proposal

Our measurement toolOssvy· the software we built

Be the cited source in ChatGPT answers.

QuestionTürkiye'de lojistik firmaları için navlun ve gümrük yönetim yazılımı sunan şirketler hangileri?

ChatGPT

2. Modaltrans — Web sitesi: modaltrans.com/tr. Bulut tabanlı lojistik yönetim platformu. Navlun teklifleri, rezervasyon, yük ve konteyner takibi, finans, CRM ve gümrük yönetimi modülleri sunuyor. Türkiye'de ofisi bulunuyor; ancak gümrük özelliklerinin Türkiye mevzuatına uygunluğu ayrıca doğrulanmalı. 1 modaltrans.com

ChatGPT answer, screenshot of 21 October 2026· Captured in Turkish · 21 October 2026

24+

Modaltrans · AI visibilitySample data

Semrush AI visibility score (domain overview); 0 at the start of the project · 6 months

Engines we measure

  • Gemini
  • Claude
  • Perplexity
  • Google AI Overviews

Cases

Results, with their method. One case from this service.

All case studies
  • MEP DMC
  • Travel and tourism marketing

MEP: A Premium Webflow Showcase for Turkey's Leading DMC

For MEP, Turkey's leading destination management company (DMC), we translated the brand's impeccable global operational capabilities and "C-Level" vision into the digital space. We built a visually powerful, user experience (UX)-focused, and fully SEO-compliant, premium corporate web platform.

Read the MEP DMC case

Team and proof

The team that does the work, the result we measured. Our rating and our badges can be checked.

Clutch reviewsClutch
5.0★★★★★8 verified reviews

“Roicool knew what they were doing and were ready to answer our questions with their expertise anytime.”

Sena Miskioğlu, SESTEK Marketing Manager ·
Clutch profile
Case result

1240 → 24+ AI visibility

Semrush AI visibility score (domain overview); 0 at the start of the project · 6 months Sample data

Read the Modaltrans case
Team

Strategy, content, development and measurement in one team.

projects
13
cases
9
Zehra AdaşManaging Partner · Owner of this service

Frequently asked questions

  1. What does AI visibility analysis measure?

    Whether your brand is mentioned in ChatGPT, Gemini, Perplexity and Google AI Mode answers to brand, category, comparison and problem questions, in what position, whether it is described correctly, and which sources the answers rely on.

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  2. How many questions do you measure with?

    It depends on your service areas; we usually build a set of 20–40 questions per service area. The set is drawn from sales conversations, Search Console queries and the language your customers use.

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  3. Does the analysis guarantee results?

    No. AI answers are not deterministic, and no work can guarantee a place in a particular answer. The analysis shows where you stand, the gaps and a roadmap.

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  4. Can we keep measuring after the analysis?

    Yes. Running the same question set again every month is the only way to see change; the analysis sets the baseline for it. You can continue the measurement yourself or with us as part of GEO work.

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  5. Can we see our competitors too?

    Yes. The report includes the competitor brands mentioned in the same questions and the sources they are cited from, which shows the directories and lists you are missing from.

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Question not here? Write to us

Clutch5.08 reviews (5.0 out of 5) (opens in a new tab)

Let’s start

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