AI Visibility Scorecard
The leader in outdoor power equipment parts.
rtroybilt.com · E-commerce
Borderline visible. AI bots can crawl The leader in outdoor power equipment parts., 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 3 times
Claude · ShapBot
#396,257 of 738,740 in E-commerce for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About The leader in outdoor power equipment parts.
from our crawl and measurement
The leader in outdoor power equipment parts. describes itself simply: "Formally MTD Parts. Shop belts, blades, filters, cables and more to repair your outdoor power equipment. Free shipping on parts orders over $45." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
On its own pages the site does well on a clear heading structure and a clearly stated business identity. It is passable on a few credibility markers, basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business.
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.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
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 4.4/10, The leader in outdoor power equipment parts. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The leader in outdoor power equipment parts.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/rtroybilt
Cite this score: Engagemii (2026). "AEO Score for The leader in outdoor power equipment parts.." Retrieved from https://engagemii.com/aeo/brands/rtroybilt
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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