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AI Visibility Scorecard

Flo Details

Flo Details

Unclaimed

docmobiledetail.com · Automotive

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

AI engines read this profile 2 times

Claude

#34,837 of 331,283 in Automotive for AI visibility

5.6

/10

AEO Score

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About Flo Details

from our crawl and measurement

Flo Details, based in Keller, TX, describes itself simply: "Professional mobile auto detailing, paint correction, and ceramic coating serving North Fort Worth and DFW." Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on a clear heading structure, a clearly stated business identity, visible credibility markers and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is structured data describing the business.

Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

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

Industry · Automotive
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

8

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

10

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

6

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

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 5.6/10, Flo Details has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Flo Details

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Flo Details: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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