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AI Visibility Scorecard

Auto Repair | Excel Frame & Front End Service | Houston, TX
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Auto Repair | Excel Frame & Front End Service | Houston, TX CloseClose

Unclaimed

excelcollisionrepair.com · Automotive

Somewhat visible. AI bots can read Auto Repair | Excel Frame & Front End Service | Houston, TX CloseClose, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

Claude · Meta AI · Apple Intelligence

#48,597 of 341,977 in Automotive for AI visibility

5

AEO Visibility

i

Borderline · 5.4/10

45

Muse Index Score

i

AI agent readiness

Agent-ready · 45/100

0

AI Adoption

i

None detected · 0/100

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About Auto Repair | Excel Frame & Front End Service | Houston, TX CloseClose

from our crawl and measurement

"Excel Frame & Front End Service provides full auto body collision repair, frame and unibody repair, front and rear suspension repair, and two-wheel and four-wheel alignments to the Houston." That is how Auto Repair of Houston, TX introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: structured data describing the business, a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow.

Away from its own site, 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. Those are earned elsewhere on the web, not fixed on the site itself.

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

7

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

10

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

7

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

5

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 5.4/10, Auto Repair | Excel Frame & Front End Service | Houston, TX CloseClose has a working base to build on - fixable, and the signals above are where to start.

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Picked for Auto Repair | Excel Frame & Front End Service | Houston, TX CloseClose: 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/excelcollisionrepair

Cite this score: Engagemii (2026). "AEO Score for Auto Repair | Excel Frame & Front End Service | Houston, TX CloseClose." Retrieved from https://engagemii.com/aeo/brands/excelcollisionrepair

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

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