AI Visibility Scorecard
OEM Boat Parts & Assemblies
stemtostern.com · Automotive
Somewhat visible. AI bots can read OEM Boat Parts & Assemblies, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#90,740 of 365,655 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About OEM Boat Parts & Assemblies
from our crawl and measurement
OEM Boat Parts & Assemblies is a business whose own site puts it this way: "Crowley Marine offers the largest selection of OEM parts and assemblies at the guaranteed lowest prices for Yamaha, Johnson, Evinrude, OMC, Mercury & Mercruiser." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places, missing in others.
Our crawl found a readable heading structure. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a sitemap.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
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
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 5.1/10, OEM Boat Parts & Assemblies has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for OEM Boat Parts & Assemblies
Which AI engines already crawl you
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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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stemtostern
Cite this score: Engagemii (2026). "AEO Score for OEM Boat Parts & Assemblies." Retrieved from https://engagemii.com/aeo/brands/stemtostern
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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