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AI Visibility Scorecard
Lanning Automotive
lanningauto.com · Automotive
Somewhat visible. AI bots can read Lanning Automotive, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
ChatGPT · Meta AI
#6,681 of 321,916 in Automotive for AI visibility
6.2
/10
AEO Score
About Lanning Automotive
from our crawl and measurement
Lanning Automotive is a Columbus, Indiana business whose own site puts it this way: "Established in 2015, Lanning Automotive & Tire is a true grass-roots, family owned/operated repair facility which offers full spectrum auto repair & maintenance." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.2 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, AutoRepair, FAQPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT) and Meta AI.
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
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
10
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 Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 6.2/10, Lanning Automotive has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lanning Automotive
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Lanning Automotive.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lanningauto
Cite this score: Engagemii (2026). "AEO Score for Lanning Automotive." Retrieved from https://engagemii.com/aeo/brands/lanningauto
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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