▼ 0.9 since Jun 2026
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AI Visibility Scorecard
msfwi.com · Other
Borderline visible. AI bots can crawl Marquis Solar Framework, 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
3
AEO Visibility
iNear-invisible · 3.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Produced in a state-of-the-art automatic production facility, the solar frames we supply are sophisticatedly machines and assembled using high-precision fully automatic equipment to ensure." That is how Marquis Solar Framework introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page it is passable on a workable page structure and basic crawler access. What holds it back is a clearly stated business identity, structured data describing the business, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
Away from its own site, other sites link to it. Beyond that, 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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 110 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2022.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
1
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
5
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.
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 3.1/10, Marquis Solar Framework is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Scored by Engagemii on August 6, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/msfwi
Cite this score: Engagemii (2026). "AEO Score for Marquis Solar Framework." Retrieved from https://engagemii.com/aeo/brands/msfwi
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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