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AI Visibility Scorecard
kingpinunit.com · Food & Beverage
Borderline visible. AI bots can crawl RMW97SPARES, 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 5 times
Claude · Amazon Alexa · Apple Intelligence · Meta AI
#802,120 of 1,346,361 in Food & Beverage for AI visibility
3.9
/10
AEO Score
from our crawl and measurement
RMW97SPARES describes itself simply: "KING PIN UNITS IDLER ARM PIN KITS IDLER ARM PIN ASSEMBLIES SPRING PINS SPRING PIN BUSHES ROCKER LEAVER SHAFTS OIL PUMP SHAFTS DIFFERENTIAL STAR PINS SYNCHRONIZER GEAR DOG LOCK KITS GEAR BOX." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic), AmazonBot (Alexa AI) and Applebot (Siri).
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
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.
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 3.9/10, RMW97SPARES is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for RMW97SPARES
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kingpinunit
Cite this score: Engagemii (2026). "AEO Score for RMW97SPARES." Retrieved from https://engagemii.com/aeo/brands/kingpinunit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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