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AI Visibility Scorecard

Patch Lab Whistler

Name: Patch Lab Whistler - AI Visibility Score
Creator: Engagemii
Published: 2026-08-16T20:31:15.644Z
License: https://creativecommons.org/licenses/by/4.0/

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patchlabwhistler.com · E-commerce

Borderline visible. AI bots can crawl Patch Lab Whistler, 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.

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Monitoring for AI engine activity

In the Engagemii AEO index

#311,383 of 630,783 in E-commerce for AI visibility

4.4

/10

AEO Score

About Patch Lab Whistler

from our crawl and measurement

Patch Lab Whistler describes itself simply: "First of its kind in the MTB world. Tested and proven materials for ideal performance. Fully touch screen compatible. Functionally placed silicone grip strips." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.

The site does the on-page work well, with structured data on the page (Organization, WebSite, Product), an llms.txt file for AI models, a sitemap.

Industry · E-commerce

Last scored · Aug 16, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Inbound links from other sites.

Domain Authority

Little domain authority yet.

Reference Presence

Not in AI knowledge graphs yet.

News & Press

No press coverage found yet.

Community

No community discussion yet.

Social Mentions

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, Patch Lab Whistler is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for Patch Lab Whistler: How-To

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.

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Source & Attribution

Scored by Engagemii on August 16, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/patchlabwhistler

Cite this score: Engagemii (2026). "AEO Score for Patch Lab Whistler." Retrieved from https://engagemii.com/aeo/brands/patchlabwhistler

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.