#207,466 OF 357,611 IN AUTOMOTIVE
SCORE HISTORY BEGINS 2026-07-22
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AI Visibility Scorecard
Columbia Used Auto Parts -
sullivanlabel.com · Automotive
Borderline visible. AI bots can crawl Columbia Used Auto Parts -, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 3 times
Apple Intelligence · Claude · Meta AI
#207,466 of 357,611 in Automotive for AI visibility
4
AEO Visibility
iBorderline · 4.2/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Columbia Used Auto Parts -
from sullivanlabel.com
Welcome to Columbia Used Auto Parts We are your one stop shop for all needs automotive. With thousands of quality parts to choose from we guarantee we can help you get your car back running Read More
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
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 4.2/10, Columbia Used Auto Parts - is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Columbia Used Auto Parts -
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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/sullivanlabel
Cite this score: Engagemii (2026). "AEO Score for Columbia Used Auto Parts -." Retrieved from https://engagemii.com/aeo/brands/sullivanlabel
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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