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AI Visibility Scorecard
MMFixed
mmfixed.com · E-commerce
Somewhat visible. AI bots can read MMFixed, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#9,369 of 515,929 in E-commerce for AI visibility
6.5
/10
AEO Score
About MMFixed
from our crawl and measurement
MMFixed describes itself simply: "A quick and comfortable solution to the poor ergonomics of the Magic Mouse 1 and 2. Cheap, convenient, and FREE SHIPPING in the US!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a partly stated business identity. What holds it back is credibility markers like credentials or reviews.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established, there is little discussion of it and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business and there is no press coverage to draw on.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
4
Forum and community discussion.
1
Reddit mentions and discussion.
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 6.5/10, MMFixed has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MMFixed
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for MMFixed.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mmfixed
Cite this score: Engagemii (2026). "AEO Score for MMFixed." Retrieved from https://engagemii.com/aeo/brands/mmfixed
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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