AI Visibility Scorecard
Auto Repair and Performance Services in Lewisville, TX | Auto Science Phone Icon
autoscience.com · Automotive
Borderline visible. AI bots can crawl Auto Repair and Performance Services in Lewisville, TX | Auto Science Phone Icon, 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 10 times
ChatGPT · Claude · Meta AI · Apple Intelligence
#9,928 of 365,618 in Automotive for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Auto Repair and Performance Services in Lewisville, TX | Auto Science Phone Icon
from our crawl and measurement
Auto Repair and Performance Services in Lewisville, TX, based in Lewisville, TX, describes itself simply: "Auto Science is your trusted, locally owned auto repair shop in Lewisville, specializing in everything from routine maintenance to high-performance upgrades." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found structured data on the page (AutomotiveBusiness, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 7 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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.
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, Auto Repair and Performance Services in Lewisville, TX | Auto Science Phone Icon is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Auto Repair and Performance Services in Lewisville, TX | Auto Science Phone Icon
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/autoscience
Cite this score: Engagemii (2026). "AEO Score for Auto Repair and Performance Services in Lewisville, TX | Auto Science Phone Icon." Retrieved from https://engagemii.com/aeo/brands/autoscience
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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