▼ 0.5 since Jul 2026
#1,247,404 OF 1,390,182 IN FOOD & BEVERAGE
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AI Visibility Scorecard
Ontology Mapper — map ideas as a graph
fuzzyfuzzy.com · Food & Beverage
At 2.5/10, Ontology Mapper — map ideas as a graph 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.
AI engines read this profile 1 times
Claude
#1,247,404 of 1,390,182 in Food & Beverage for AI visibility
3
AEO Visibility
iNear-invisible · 2.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Ontology Mapper — map ideas as a graph
from our crawl and measurement
"A free tool for mapping first-principles ontologies as a graph: concepts as nodes, typed relationships as edges, with notes and one-click export to Obsidian." That is how Ontology Mapper map ideas as a graph introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.2 out of 10.
What holds it back is credibility markers like credentials or reviews, structured data describing the business, a clearly stated business identity, the first things an answer engine looks for.
Off the page there is almost nothing to corroborate it: 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. That half of the score is earned elsewhere on the web, not on the site itself.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
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
5
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
1
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.
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 2.5/10, Ontology Mapper — map ideas as a graph is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to use it ✕?
Move around: right-click + drag to pan · scroll to zoom. Select many: left-drag a box around concepts, Shift/Ctrl-click to add or remove individual ones, or Ctrl+A for all. Delete the selection: press Del (works on one or many). Esc clears the selection. Add a concept: double-click empty space, then type its name.
Is this your brand?
The exact fixes for Ontology Mapper — map ideas as a graph
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Ontology Mapper — map ideas as a graph.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fuzzyfuzzy
Cite this score: Engagemii (2026). "AEO Score for Ontology Mapper — map ideas as a graph." Retrieved from https://engagemii.com/aeo/brands/fuzzyfuzzy
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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