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AI Visibility Scorecard

Auto

Auto

Unclaimed

thebookedition.com · Sports & Recreation

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

AI engines read this profile 2 times

Claude · Meta AI

#2,250 of 234,243 in Sports & Recreation for AI visibility

6.6

/10

AEO Score

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About Auto

from our crawl and measurement

"Plateforme d'auto-édition N°1 en France, TheBookEdition permet d'auto-éditer gratuitement son livre au format papier ou ebook." That is how Auto introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.6 out of 10, readable in places and missing in others.

Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Sports & Recreation
Last scored · Aug 7, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

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

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

AI Discoverability

9

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

4

Established authority for your domain.

Reference Presence

10

Recognized in AI knowledge graphs.

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 6.6/10, Auto has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Auto

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Auto: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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Source & Attribution

Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/thebookedition

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

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

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