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AI Visibility Scorecard
cocospareparts.com · E-commerce
Borderline visible. AI bots can crawl COCO spare parts - MTU Engine Parts Wholesale at Cheap Prices, 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 1 times
Claude
#282,543 of 510,772 in E-commerce for AI visibility
4.3
/10
AEO Score
from our crawl and measurement
"Cocospareparts, supply MTU diesel engine genuine and OEM spare parts that used on Marine, Rail, Mine, Oil & Gas Industry and Power Station." That is how COCO spare parts introduces itself. When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
On its own pages the site does well on a clear heading structure, a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data, a few credibility markers and partial sitemap and link coverage.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
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 4.3/10, COCO spare parts - MTU Engine Parts Wholesale at Cheap Prices is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for COCO spare parts - MTU Engine Parts Wholesale at Cheap Prices
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cocospareparts
Cite this score: Engagemii (2026). "AEO Score for COCO spare parts - MTU Engine Parts Wholesale at Cheap Prices." Retrieved from https://engagemii.com/aeo/brands/cocospareparts
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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