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AI Visibility Scorecard
Singing Frog Press
singingfrogpress.com · Food & Beverage
Borderline visible. AI bots can crawl Singing Frog Press, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,261,122 of 1,709,049 in Food & Beverage for AI visibility
3.5
/10
AEO Score
About Singing Frog Press
from our crawl and measurement
"Click to view all posts Get new content delivered directly to your inbox. All writings created by me, Susan Fantl Spivack, on this Open Source Singing Frog Press website are licensed under." That is how Singing Frog Press introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
On the page itself the strengths are clear: a clear heading structure and crawler access and the files AI engines look for. It is passable on a partly stated business identity. What holds it back is credibility markers like credentials or reviews, sitemaps and entity links AI can follow and structured data describing the business.
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.
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
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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 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.
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 3.5/10, Singing Frog Press is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Singing Frog Press
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
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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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/singingfrogpress
Cite this score: Engagemii (2026). "AEO Score for Singing Frog Press." Retrieved from https://engagemii.com/aeo/brands/singingfrogpress
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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