#1,822,676 OF 1,960,756 IN MEDIA & ENTERTAINMENT
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AI Visibility Scorecard
Tumblr
lightfields.org · Media & Entertainment
At 2.4/10, Tumblr 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
#1,822,676 of 1,960,756 in Media & Entertainment for AI visibility
2
AEO Visibility
iNear-invisible · 2.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Tumblr
from our crawl and measurement
Tumblr describes itself simply: "lightfields is a rock and roll band from Richmond, Virginia." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.1 out of 10.
What holds it back is credibility markers like credentials or reviews, a heading structure that lays out what it offers, structured data describing the business, 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
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 2.4/10, Tumblr is crawlable but under-signaled - fixable, and the signals above are where to start.
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
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 Tumblr.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lightfields-org
Cite this score: Engagemii (2026). "AEO Score for Tumblr." Retrieved from https://engagemii.com/aeo/brands/lightfields-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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