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AI Visibility Scorecard
Used and Pre
grahamoutlet.com · Automotive
Borderline visible. AI bots can crawl Used and Pre, 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
Claude · Meta AI · Apple Intelligence
#165,942 of 337,094 in Automotive for AI visibility
4.4
/10
AEO Score
About Used and Pre
from our crawl and measurement
"Check out Graham Outlet's online showroom for used and pre-owned vehicles! Our knowledgeable staff wants to help put you in your next used or pre-owned car!." That is how Used and Pre of Mansfield, OH introduces itself. When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
Our crawl found structured data on the page (Vehicle). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
6
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 4.4/10, Used and Pre is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Used and Pre
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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 July 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grahamoutlet
Cite this score: Engagemii (2026). "AEO Score for Used and Pre." Retrieved from https://engagemii.com/aeo/brands/grahamoutlet
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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