AI VISIBILITY SCOREAS OF 2026-08-09 · ENGAGEMII INDEX
3.9/ 10

▲ 0.9 since Jul 2026

#1,837,939 OF 2,698,581 IN TECHNOLOGY

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

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⚠ Identity mismatch

bobbigmac.com · Technology

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

#1,837,939 of 2,698,581 in Technology for AI visibility

4

AEO Visibility

i

Near-invisible · 3.9/10

0

Muse Index Score

i

AI agent readiness

Basic · 0/100

12

AI Adoption

i

Basic · 12/100

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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 3.7 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.

Industry · Technology
Last scored · Aug 9, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

1

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 3.9/10, Tumblr is crawlable but under-signaled - 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: How-To

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.

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Source & Attribution

Scored by Engagemii on August 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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