AI visibility score
2.37/ 10Near-invisible
As of 2026-11-09 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Tumblr

Tumblr

Unclaimed
⚠ Identity mismatch

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

AI Naming Predictability

i

Rarely named · <1/100

Technology average 28

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2.37

AEO Visibility

i

Near-invisible · 2.37/10

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.

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5

Muse Index Score

i

AI agent readiness

Basic · 5/100

Technology average 17

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12

AI Adoption

i

Basic · 12/100

Technology average 2

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About Tumblr

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.

Company ·
Tumblr
Website ·
bobbigmac.com
Industry ·
Technology
Site status ·
Live (The website showed an active business site when last checked (Oct 31, 2026).)
Last scored ·
Nov 9, 2026

The 6 on-page signals AI reads

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.

The 6 off-page signals AI reads

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.

What this score means

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.

Frequently Asked Questions

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.

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The exact fixes for Tumblr

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Picked for Tumblr: AEO & AI Search

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.

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Source & Attribution

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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