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AI Visibility Scorecard
jlfstudio.com · Food & Beverage
At 2/10, Jana Flynn 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
#1,653,517 of 1,707,025 in Food & Beverage for AI visibility
2
/10
AEO Score
from our crawl and measurement
Jana Flynn describes itself simply: "Artist and Designer with a range experience from web and print design to illustration and site specific installations." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.0 out of 10.
On the page itself the strengths are clear: a clearly stated business identity. It is passable on some structured data. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, 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.
There is not much on the page to read either, about 27 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
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 2/10, Jana Flynn is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Jana Flynn
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Weekly ChatGPT & Claude citation tracking
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jlfstudio
Cite this score: Engagemii (2026). "AEO Score for Jana Flynn." Retrieved from https://engagemii.com/aeo/brands/jlfstudio
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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