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AI Visibility Scorecard

Gkernel

Gkernel

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gkernel.com · Technology

Borderline visible. AI bots can crawl Gkernel, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#1,734,619 of 2,623,115 in Technology for AI visibility

4.2

/10

AEO Score

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About Gkernel

from our crawl and measurement

Gkernel is a Brahmanbaria business whose own site puts it this way: "Custom software solutions including web development, mobile apps, desktop applications, and software consulting." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.

On the page itself the strengths are clear: structured data describing the business, a clear heading structure, a clearly stated business identity and sitemaps and entity links AI can follow. What holds it back is credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.

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.

It does link out to several social profiles, which helps engines tie the brand together.

Industry · Technology
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

7

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

8

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

0

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

AI Discoverability

10

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

0

No inbound links found yet.

Domain Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 4.2/10, Gkernel is crawlable but under-signaled - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Picked for Gkernel: Tech & Electronics

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Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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