AI VISIBILITY SCOREAS OF 2026-08-01 · ENGAGEMII INDEX
3.5/ 10

#284,870 OF 359,634 IN AUTOMOTIVE

SCORE HISTORY BEGINS 2026-07-06

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

QCOTY

QCOTY

Unclaimed

qcoty.com · Automotive

Borderline visible. AI bots can crawl QCOTY, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

AI engines read this profile 1 times

Claude

#284,870 of 359,634 in Automotive for AI visibility

4

AEO Visibility

i

Near-invisible · 3.5/10

10

Muse Index Score

i

AI agent readiness

Basic · 10/100

0

AI Adoption

i

None detected · 0/100

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About QCOTY

from our crawl and measurement

QCOTY is a business whose own site puts it this way: "Qatar Car of the Year is a distinguished national award honoring automotive excellence, innovation, and performance." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.

On the page itself the strengths are clear: crawler access and the files AI engines look for. It is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

There is not much on the page to read either, about 128 words.

Industry · Automotive
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

3

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

9

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

5

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.5/10, QCOTY is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for QCOTY: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/qcoty

Cite this score: Engagemii (2026). "AEO Score for QCOTY." Retrieved from https://engagemii.com/aeo/brands/qcoty

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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