AI Visibility Scorecard
bobbigmac.com · Technology
At 2.37/10, 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 3 times
Claude
<1
2.37
-
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
12
from our crawl and measurement
Tumblr describes itself simply: "You phone because you want to speak to someone and a recorded voice tells you the quickest way to get help is online, but that doesn’t work out of office hours, and you start work before." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.37 out of 10.
Under the hood there is structured data on the page (ItemList) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Weak
No community discussion yet.
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 2.37/10, Tumblr is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
What kind of reform do people actually want?
The standard account of Reform is still that it speaks for the poorest people, abandoned by everyone else, now taking their revenge through immigration politics. I do not think that is right. Reform is running through the entire country, or at least everyone except the very richest and the very poorest.
What have I actually learned in 18 months of heavy AI use?
Over the last 18 months or so, I’ve been building “vibe”-based projects with AI, across many models and approaches, as discussed on this blog.I’ve used it to write lots of code, some fiction, some technical books, and this blog. I’ve also been testing the limits with smut and other fringe content.
What does this already, and what’s next?
Already: anything where “close enough” is fine, variation is valuable, and the failure cost is low. Ads, thumbnails, product images, content marketing, basic design production, endless internal comms, low-stakes copy, generic visuals.Next: anywhere with huge volumes of repetitive drafting and checking, where nobody actually wants the work but everyone wants the outcome. Compliance paperwork. Procurement/RFP sludge.
A Right to Not Work?
Is it right-wing or left-wing to want people to have a right to NOT work if they just don’t want to?I heard a great position from a 1950s economist about how the unemployed are a positive effect of a flexible workplace/economy, that paying “welfare” is an inherent cost of changeable markets.
Is this your brand?
The exact fixes for Tumblr
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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.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bobbigmac
Cite this score: Engagemii (2026). "AEO Score for Tumblr." Retrieved from https://engagemii.com/aeo/brands/bobbigmac
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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