AI visibility score
3.6/ 10Weak

▲ 0.6 since Jun 2026

#2,073,646 of 2,707,166 in Technology

As of 2026-08-02 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

kstruct.com by mattsheppard

kstruct.com by mattsheppard

Unclaimed

kstruct.com · Technology

Borderline visible. AI bots can crawl kstruct.com by mattsheppard, 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 9 times

Claude · Meta AI · ShapBot

#2,073,646 of 2,707,166 in Technology for AI visibility

4

AEO Visibility

i

Near-invisible · 3.6/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

0

AI Adoption

i

None detected · 0/100

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About kstruct.com by mattsheppard

from our crawl and measurement

kstruct.com by mattsheppard describes itself simply: "kstruct.com View My GitHub Profile Projects https://github.com/mattsheppard/markdown-static-site-generator https://github.com/mattsheppard/gethostname4j Hosted on GitHub Pages, Theme by." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.

The page falls short on a heading structure that lays out what it offers, structured data describing the business, a clearly stated business identity, credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt and sitemaps and entity links AI can follow.

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 16 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Technology
Last scored · Aug 2, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

Clear headings and answer-style content.

Entity Clarity

Weak

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Weak

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

AI Discoverability

Weak

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

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 3.6/10, kstruct.com by mattsheppard is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for kstruct.com by mattsheppard: 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 2, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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