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AI Visibility Scorecard

Sum on Sleeve

Sum on Sleeve

Unclaimed

sumonsleeve.com · Media & Entertainment

Somewhat visible. AI bots can read Sum on Sleeve, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 4 times

Meta AI · Claude

#91,244 of 1,892,259 in Media & Entertainment for AI visibility

6.3

/10

AEO Score

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About Sum on Sleeve

from our crawl and measurement

Sum on Sleeve describes itself simply: "Katharine Chan | Asian Canadian Mom | Stories that inspire: Empowering you to embrace your culture, learn to love yourself and improve relationships." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.3 out of 10, readable in places, missing in others.

Under the hood there is structured data on the page (WebPage, ImageObject, BreadcrumbList) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.

AI crawlers have visited the site 4 times in our tracking, so the engines are already looking.

Industry · Media & Entertainment
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

7

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

9

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

9

Inbound links from other sites.

Domain Authority

3

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 6.3/10, Sum on Sleeve has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Sum on Sleeve

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Sum on Sleeve: 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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Source & Attribution

Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Sum on Sleeve." Retrieved from https://engagemii.com/aeo/brands/sumonsleeve

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

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