AI Visibility Scorecard
4frnt.com · E-commerce
Somewhat visible. AI bots can read 4FRNT Skis, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Claude · ChatGPT · Meta AI · ShapBot
#16,105 of 738,550 in E-commerce for AI visibility
43
AI Naming Predictability
iNamed sometimes · 43/100
More likely to be named than 98% of E-commerce companies
5
AEO Visibility
iBorderline · 5.2/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Handcrafted freeride, powder, and all-mountain skis, built by skiers, for skiers since 2002. Shop our award-winning gear with a 100% Guarantee and 3-Year Warranty." That is how 4FRNT Skis introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places, missing in others.
On the page, the fundamentals are in place: structured data on the page (Organization, WebSite), an llms.txt file for AI models, a sitemap.
AI crawlers have visited the site 5 times in our tracking, so the engines are already looking.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
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.
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 5.2/10, 4FRNT Skis has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for 4FRNT Skis
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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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4FRNT Skis lists 64 products, 62 in stock, priced 2.50 to 949.95.
Machine-readable copy: the product feed (JSON).
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/4frnt
Cite this score: Engagemii (2026). "AEO Score for 4FRNT Skis." Retrieved from https://engagemii.com/aeo/brands/4frnt
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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