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AI Visibility Scorecard
Freds Appliance
fredsappliance.com · Home & Living
Somewhat visible. AI bots can read Freds Appliance, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
ChatGPT · Apple Intelligence · Meta AI
#56,034 of 1,271,128 in Home & Living for AI visibility
6
AEO Visibility
iVisible · 6/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
0
AI Adoption
iNone detected · 0/100
About Freds Appliance
from our crawl and measurement
Freds Appliance, based in Willowick, Ohio, describes itself simply: "We offer appliance repair service and training in Cleveland, Ohio and we are the leading appliance repair training school in the country!." Its AI visibility score is 6.0 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, WebPage, Organization) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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
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 6/10, Freds Appliance has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Freds Appliance
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fredsappliance
Cite this score: Engagemii (2026). "AEO Score for Freds Appliance." Retrieved from https://engagemii.com/aeo/brands/fredsappliance
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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