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AI Visibility Scorecard
Muraflo
muraflo.com · consumer goods
Somewhat visible. AI bots can read Muraflo, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
ChatGPT
#2,389 of 791,161 in Home & Living for AI visibility
6.7
/10
AEO Score
About Muraflo
from our crawl and measurement
"Muraflo manufactures premium, North American made tiled shower pans with a 45-minute installation and zero leak guarantee." That is how Muraflo of Solana Beach, CA introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.7 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: structured data describing the business, a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow.
Away from its own site, other sites link to it and it comes up on Reddit. 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 and nobody is discussing it where AI engines look. 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. The business dates to 2011.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
10
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
8
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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
7
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
6
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 6.7/10, Muraflo has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Muraflo
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/muraflo
Cite this score: Engagemii (2026). "AEO Score for Muraflo." Retrieved from https://engagemii.com/aeo/brands/muraflo
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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