AI Visibility Scorecard
YearstoAvoid.co
yearstoavoid.co · Automotive
Borderline visible. AI bots can crawl YearstoAvoid.co, 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 4 times
Claude · Apple Intelligence · Meta AI
#282,787 of 365,677 in Automotive for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About YearstoAvoid.co
from our crawl and measurement
YearstoAvoid.co describes itself simply: "Make informed decisions with Yearstoavoid.co, your guide to bypassing vehicles that could drive you up the wall." When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
Our crawl found structured data on the page (WebSite, WebPage, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including 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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
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
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.
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 3.8/10, YearstoAvoid.co is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Scion xD Years To Avoid and Why?
January 29, 2025The Scion xD, a compact hatchback produced by Toyota from 2007 to 2014, gained popularity for its unique styling and affordability. However, like any vehicle, certain model years have proven more problematic than others. This comprehensive guide will help potential buyers and current owners understand...
Is this your brand?
The exact fixes for YearstoAvoid.co
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for YearstoAvoid.co.
Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/yearstoavoid-co
Cite this score: Engagemii (2026). "AEO Score for YearstoAvoid.co." Retrieved from https://engagemii.com/aeo/brands/yearstoavoid-co
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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