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AI Visibility Scorecard

Tumblr

Tumblr

Unclaimed
⚠ Identity mismatch

chromeography.com · Automotive

Somewhat visible. AI bots can read Tumblr, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 4 times

ChatGPT · Claude · Apple Intelligence

#12,161 of 329,430 in Automotive for AI visibility

6

/10

AEO Score

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About Tumblr

from our crawl and measurement

Tumblr describes itself simply: "In praise of the chrome logos and lettering affixed to vintage automobiles and electric appliances, those unsung metal emblems and badges that are overlooked, forgotten, damaged, lost to." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.0 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (ItemList) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.

AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).

Industry · Automotive
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

5

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

7

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

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Authority

3

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

2

Forum and community discussion.

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 6/10, Tumblr has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Tumblr

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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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/chromeography

Cite this score: Engagemii (2026). "AEO Score for Tumblr." Retrieved from https://engagemii.com/aeo/brands/chromeography

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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