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AI Visibility Scorecard
iris-mandolin.com · Media & Entertainment
At 2.8/10, Iris* is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,738,886 of 1,887,208 in Media & Entertainment for AI visibility
2.8
/10
AEO Score
from our crawl and measurement
"Profile Iris*-Mandolin Ensemble マンドリンアンサンブル*イリス マンドリンアンサンブル*イリスは北海道から九州まで様々な地域の出身メンバーによって構成されたマンドリンオーケストラです。 関東ではあまり取り上げられることのない曲を中心に挑戦的なプログラムに取り組んでいます。 入団・見学は随時受け付けております。お気軽に問合せください。." That is how Iris* introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.
On the page it is passable on a workable page structure and partial sitemap and link coverage. What holds it back is a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business and credibility markers like credentials or reviews.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, 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.
It does link out to several social profiles, which helps engines tie the brand together.
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
3
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
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
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.
0
No Reddit mentions 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 2.8/10, Iris* is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Iris*
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/iris-mandolin
Cite this score: Engagemii (2026). "AEO Score for Iris*." Retrieved from https://engagemii.com/aeo/brands/iris-mandolin
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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