AI Visibility Scorecard
Cottonfrog
cottonfrog.com · Fashion & Apparel
Borderline visible. AI bots can crawl Cottonfrog, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#76,535 of 246,422 in Fashion & Apparel for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Fashion & Apparel average 14
Top 63% of Fashion & Apparel
See what's behind this score →4
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Network Authority
iNot connected yet
0 relationships on record. Businesses in Fashion & Apparel average 4. Claim your page and Engagemii is your first.
See what's behind this score →50
Muse Index Score
iAI agent readiness
Transactable · 50/100
Fashion & Apparel average 24
See what's behind this score →0
About Cottonfrog
from our crawl and measurement
"Embroidered Workwear: Embroidered Workwear Bundles with Free Logo Embroidery & Free Delivery on Orders Over £100 across the UK. Fast Turnaround Times." That is how Cottonfrog introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
- Company ·
- Cottonfrog
- Website ·
- cottonfrog.com
- Industry ·
- Fashion & Apparel
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 1, 2026
The 6 on-page signals AI reads
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
Good
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.
The 6 off-page signals AI reads
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 read your site and name it in answers. At 4/10, Cottonfrog is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How Long Will It Take to Receive My Items?
Lead times for our Workwear Bundles differ based on order size and decoration method. Usually, embroidered garments take 7-10 business days and printed garments 10-14 business days from proof approval. If you need your order urgently, let us know – we can often speed up production to meet your deadline. CMT Clothing Manufacturing times depend on the order quantity and design complexity.
Do You Offer Embroidery and Printing Services?
Yes, our Workwear Bundles can be customised with embroidery, screen printing, and full-colour digital printing to perfectly showcase your logo and branding. If you want embroidery in a different location not specified, contact us – we would be happy to discuss further customisation options.
Can I See Samples Before Placing a Full Order?
Yes, we can provide samples of our Workwear upon request. Please note that charges may apply depending on the garment type. As part of our CMT Clothing Manufacturing process, we create a sample garment before proceeding with production. Sample charges are applicable – please contact us for current pricing details.
What is CMT Clothing Manufacturing?
CMT Clothing Manufacturing involves the process of 'Cut, Make, and Trim.' In this setup, you provide fully graded patterns, fabrics, and components like labels and trims, while we take care of the garment assembly and construction to high-quality standards. About Cottonfrog
Is this your brand?
The exact fixes for Cottonfrog
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on October 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cottonfrog
Cite this score: Engagemii (2026). "AEO Score for Cottonfrog." Retrieved from https://engagemii.com/aeo/brands/cottonfrog
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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