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AI Visibility Scorecard

MSXdev Contest

MSXdev Contest

Unclaimed

msxdev.org · Sports & Recreation

Somewhat visible. AI bots can read MSXdev Contest, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

Claude · Meta AI

#10,561 of 232,396 in Sports & Recreation for AI visibility

6.1

/10

AEO Score

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About MSXdev Contest

from our crawl and measurement

MSXdev Contest is a business whose own site puts it this way: "Fasten your seatbelt as we travel back to 1983 to see what the MSX1 machine can deliver in 2026." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.

On the page it is passable on a workable page structure, a few credibility markers and basic crawler access. What holds it back is a clearly stated business identity, sitemaps and entity links AI can follow and structured data describing the business.

Away from its own site, other sites link to it and AI engines recognise it as a distinct business. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Sports & Recreation
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

6

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

AI Discoverability

4

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Authority

3

Established authority for your domain.

Reference Presence

10

Recognized in AI knowledge graphs.

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 6.1/10, MSXdev Contest has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for MSXdev Contest

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for MSXdev Contest: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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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/msxdev-org

Cite this score: Engagemii (2026). "AEO Score for MSXdev Contest." Retrieved from https://engagemii.com/aeo/brands/msxdev-org

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

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