AI VISIBILITY SCOREAS OF 2026-08-09 · ENGAGEMII INDEX
6.1/ 10

#181,479 OF 2,691,054 IN TECHNOLOGY

SCORE HISTORY BEGINS 2026-06-24

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Corbin Custom Works LLC

Corbin Custom Works LLC

Unclaimed

corbincustomworks.com · Technology

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

AI engines read this profile 7 times

Meta AI · Amazon Alexa · Apple Intelligence · Claude

#181,479 of 2,691,054 in Technology for AI visibility

6

AEO Visibility

i

Visible · 6.1/10

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 Corbin Custom Works LLC

from our crawl and measurement

Corbin Custom Works LLC describes itself simply: "The best factory plug & play turn signal kits, horn kits, wiring harnesses and accessories; designed and assembled in the USA." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.

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

AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic), Meta AI and AmazonBot (Alexa AI).

Industry · Technology
Last scored · Aug 9, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

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

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

9

Inbound links from other sites.

Domain Authority

1

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 6.1/10, Corbin Custom Works LLC has a working base to build on - fixable, and the signals above are where to start.

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Picked for Corbin Custom Works LLC: 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 9, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Corbin Custom Works LLC." Retrieved from https://engagemii.com/aeo/brands/corbincustomworks

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

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