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AI Visibility Scorecard
beantobarmap.com · Education
Somewhat visible. AI bots can read Science Of Chocolate, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Meta AI · Claude · Apple Intelligence
#294,867 of 891,517 in Education for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
25
Muse Index Score
iAI agent readiness
Agent-ready · 25/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Science Of Chocolate is a business whose own site puts it this way: "Dedicated to educating the public on chocolate including chocolate science, chocolate making, history of chocolate, craft bean to bar chocolate, chocolate tasting, how to make chocolate." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data, a workable page structure and a few credibility markers.
Away from its own site, other sites link to it. Beyond that, 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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
6
Inbound links from other sites.
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.
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 5.2/10, Science Of Chocolate has a working base to build on - fixable, and the signals above are where to start.
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The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/beantobarmap
Cite this score: Engagemii (2026). "AEO Score for Science Of Chocolate." Retrieved from https://engagemii.com/aeo/brands/beantobarmap
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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