AI Visibility Scorecard
pembree.com · E-commerce
Somewhat visible. AI bots can read PEMBREE Mountain Bike Components, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · Meta AI
#45,456 of 737,830 in E-commerce for AI visibility
6
AEO Visibility
iVisible · 6.1/10
20
Muse Index Score
iAI agent readiness
Transactable · 20/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
PEMBREE describes itself simply: "PEMBREE is an independent business helping to challenge the mountain bike industry to adopt an ethical, transparent and ecologically sustainable manufacturing stance." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 6.1/10, PEMBREE Mountain Bike Components has a working base to build on - fixable, and the signals above are where to start.
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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PEMBREE Mountain Bike Components lists 15 products, 15 in stock, priced 10.00 to 139.00.
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pembree
Cite this score: Engagemii (2026). "AEO Score for PEMBREE Mountain Bike Components." Retrieved from https://engagemii.com/aeo/brands/pembree
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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