AI Visibility Scorecard
Autoguide.com
modifiedcartrader.com · Automotive
Borderline visible. AI bots can crawl Autoguide.com, 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 29 times
Claude · Perplexity · Meta AI · ShapBot
#5,979 of 365,617 in Automotive for AI visibility
53
AI Naming Predictability
iRarely named · 53/100
Automotive average 5
Top 1% of Automotive
See what's behind this score →5
-
20
Muse Index Score
iAI agent readiness
Basic · 20/100
Automotive average 16
See what's behind this score →0
0
About Autoguide.com
from our crawl and measurement
Autoguide.com is a business whose own site puts it this way: "Car Reviews, Videos, and News. AutoGuide․com has the latest new and used car reviews, prices, specifications and videos. Find Auto Insurance, New Car Loans, and get Dealer Price Quotes." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found structured data on the page (WebSite, Organization). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
- Company ·
- Autoguide.com
- Website ·
- modifiedcartrader.com
- Industry ·
- Automotive
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 8, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
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 read your site and name it in answers. At 4.6/10, Autoguide.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Autoguide.com
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
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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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modifiedcartrader
Cite this score: Engagemii (2026). "AEO Score for Autoguide.com." Retrieved from https://engagemii.com/aeo/brands/modifiedcartrader
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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