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AI Visibility Scorecard

Garage 104

Garage 104

Unclaimed

garage104.com · Automotive

Somewhat visible. AI bots can read Garage 104, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 10 times

Meta AI · ChatGPT · Claude · Apple Intelligence

#2,950 of 340,824 in Automotive for AI visibility

6

AEO Visibility

i

Visible · 6.4/10

35

Muse Index Score

i

AI agent readiness

Basic · 35/100

0

AI Adoption

i

None detected · 0/100

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About Garage 104

from our crawl and measurement

Garage 104 is a Edmonton, AB business whose own site puts it this way: "Serving residential and commercial clients across Edmonton, Garage 104 offers a wide range of vehicle protection and enhancement solutions. Contact us today!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.4 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.

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

Industry · Automotive
Last scored · Aug 8, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

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

8

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

AI Discoverability

8

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

7

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

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 6.4/10, Garage 104 has a working base to build on - fixable, and the signals above are where to start.

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Picked for Garage 104: 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 8, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/garage104

Cite this score: Engagemii (2026). "AEO Score for Garage 104." Retrieved from https://engagemii.com/aeo/brands/garage104

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

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