AI visibility score
6.1/ 10Good

#2,170 of 739,253 in E-commerce

As of 2026-07-31 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Collars & Co.

Collars & Co.

Unclaimed

collarsandco.com · E-commerce

Somewhat visible. AI bots can read Collars & Co., but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 14 times

Claude · Perplexity · ChatGPT · Apple Intelligence

#2,170 of 739,253 in E-commerce for AI visibility

100

AI Naming Predictability

i

AI names companies like this often · 100/100

Top 1% of E-commerce

6

AEO Visibility

i

Visible · 6.1/10

-

Network Authority

i

Not connected yet

50

Muse Index Score

i

AI agent readiness

Transactable · 50/100

0

AI Adoption

i

None detected · 0/100

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About Collars & Co.

from our crawl and measurement

"The most comfortable polo shirt with a real English spread collar." That is how Collars & Co. introduces itself. Its AI visibility score is 6.1 out of 10: the engines can find it, but they do not have much to hold on to.

Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.

AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).

Company ·
Collars & Co.
Industry ·
E-commerce
Location ·
new york
Site status ·
Live (The website showed an active business site when last checked (Oct 31, 2026).)
AEO score ·
6.1/10
AI visibility ·
Visible
AI naming ·
100/100
Network Authority ·
Not connected yet
AI reads ·
14
Last scored ·
Jul 31, 2026
Verified connections ·
None yet

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Good

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

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

Weak

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.

Off-page authority

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

Fair

Press and news coverage.

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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.1/10, Collars & Co. has a working base to build on - fixable, and the signals above are where to start.

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Picked for Collars & Co.: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

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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Collars & Co. lists 248 products, 248 in stock, priced 0.00 to 318.00.

Show all 248 products

Machine-readable copy: the product feed (JSON).

Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Collars & Co.." Retrieved from https://engagemii.com/aeo/brands/collarsandco

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

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