AI Visibility Scorecard
Tumblr
vilberg.com · Education
Borderline visible. AI bots can crawl Tumblr, 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.
AI engines read this profile 1 times
Claude
#501,094 of 937,379 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About Tumblr
from our crawl and measurement
Tumblr describes itself simply: "vilberg.com 1.5M ratings 277k ratings See, that’s what the app is perfect for." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found structured data on the page (ItemList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
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
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 4.6/10, Tumblr is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Locked out of my account?
I have access to my tumblr account from both my iPad and iPhone using the tumblr iOS app. But when I try to log in to the web site on my MacBook Pro it triggers two-factor authentication.I set up two-factor back when I used tumblr regularly. I assume I authenticated through my phone number with a code sent to me so that I could verify I got it. But I got a new phone and gave up my old phone number a month ago.
How do we deal with special cases? ”Ask Me”?
I ordered something at McDonald’s and had some special request. I don’t remember what it was, but at the time I wondered what the odds were that it would come out the way I wanted it. It did, because the person taking my order added “Ask me” to my order.
Is this your brand?
The exact fixes for Tumblr
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Tumblr.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vilberg
Cite this score: Engagemii (2026). "AEO Score for Tumblr." Retrieved from https://engagemii.com/aeo/brands/vilberg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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