AI Visibility Scorecard
plpatterns.com · Technology
At 3.8/10, Tumblr is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 4 times
Claude · Apple Intelligence
74
AI Naming Predictability
iNamed occasionally · 74/100
Technology average 28
Top 5% of Technology
See what's behind this score →3.8
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
0
from our crawl and measurement
Tumblr is one of the businesses we track in the Technology space. When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
On its own pages the site does well on a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. What holds it back is structured data describing the business, a clearly stated business identity and credibility markers like credentials or reviews.
Off the page, people discuss it in places AI engines read. There is some, but not much, sign 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 and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.8/10, Tumblr is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Do You Remember the Time…?
Do you remember the time we went for ice cream?We tend to believe that when we remember something, it’s because that something actually happened in the past. When I remember walking to get ice cream this afternoon, I believe I actually did get ice cream this afternoon. But the reason I believe that, is because of memory.
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The exact fixes for Tumblr
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/plpatterns
Cite this score: Engagemii (2026). "AEO Score for Tumblr." Retrieved from https://engagemii.com/aeo/brands/plpatterns
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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