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AI Visibility Scorecard
Roundforge
www.roundforge.com · Automotive
Borderline visible. AI bots can crawl Roundforge, 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
ChatGPT · Meta AI
#144,080 of 323,516 in Automotive for AI visibility
4.5
/10
AEO Score
About Roundforge
from our crawl and measurement
"Looking for your next winch? Need some strength data on winch cable? How much do your 4x4 parts weigh? Find out at Roundforge, a one-stop source for 4x4-ing and recovery gear info." That is how Roundforge introduces itself. When AI engines look at it, they find little to work with. It scores 4.5 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
2
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
4
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
2
Established authority for your domain.
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.
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 4.5/10, Roundforge is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Roundforge
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 Roundforge.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/www-roundforge
Cite this score: Engagemii (2026). "AEO Score for Roundforge." Retrieved from https://engagemii.com/aeo/brands/www-roundforge
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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