AI Visibility Scorecard
larrysoilchange.com · Automotive
Borderline visible. AI bots can crawl Larrysoilchange- Wellcome To Larrysoil Change!, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#9,924 of 365,619 in Automotive for AI visibility
4
AI Naming Predictability
iRarely named · 4/100
Automotive average 5
Top 36% of Automotive
See what's behind this score →4
-
Network Authority
iNot connected yet
Automotive average 0.0
0 relationships · Automotive average 5
See what's behind this score →5
0
from our crawl and measurement
Larrysoilchange- Wellcome To Larrysoil Change! describes itself simply: "Larry's Mobile Oil Change Service Now Quality. Care. Convenience We come to you Maintenance Details We service and reset the maintenance reminders on most vehicles domestic and foreign." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, Larrysoilchange- Wellcome To Larrysoil Change! is crawlable but under-signaled - fixable, and the signals above are where to start.
What’s Client’s Say?
Fernando m. Our Customer I had a great experience with Larriels Oil Change. I used to go to to the dealer to service my 2019 Nissan Sentra losing 2 or 3 hours... LG Our Customer I had a great experience with my mobile oil change! The technician showed up right on time, explained everything clearly, and did a thorough job. Fast, professional, and very convenient -- I'll definitely use this service again.
Is this your brand?
The exact fixes for Larrysoilchange- Wellcome To Larrysoil Change!
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on October 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/larrysoilchange
Cite this score: Engagemii (2026). "AEO Score for Larrysoilchange- Wellcome To Larrysoil Change!." Retrieved from https://engagemii.com/aeo/brands/larrysoilchange
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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