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AI Visibility Scorecard
Espresso in Soda (EspreSoda) and Book
espresoda.com · Food & Beverage
At 2.9/10, Espresso in Soda (EspreSoda) and Book 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
#1,137,605 of 1,352,084 in Food & Beverage for AI visibility
2.9
/10
AEO Score
About Espresso in Soda (EspreSoda) and Book
from our crawl and measurement
"주식 투자자 사이의 투자자, 우담 남석관 님의 책이다. 비 오는 연못 옆 정자에 앉아 청주 한잔 드시는 것을 좋아할 것 같은 저자이다. 이 책은 그런 저자의 3번째 책이며, 본인 스스로 '마지막 책'일 것 같다고 하신다. 그러나 투자를." That is how Espresso in Soda (EspreSoda) and Book introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.9 out of 10.
On the page itself the strengths are clear: crawler access and the files AI engines look for. It is passable on partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers, a clearly stated business identity 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.
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
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
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.
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 2.9/10, Espresso in Soda (EspreSoda) and Book is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Espresso in Soda (EspreSoda) and Book
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/espresoda
Cite this score: Engagemii (2026). "AEO Score for Espresso in Soda (EspreSoda) and Book." Retrieved from https://engagemii.com/aeo/brands/espresoda
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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