AI Visibility Scorecard
Woman on thin ice
kateonthinice.com · Home & Living
Somewhat visible. AI bots can read Woman on thin ice, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · ChatGPT · Meta AI
#143,513 of 1,375,153 in Home & Living for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Woman on thin ice
from our crawl and measurement
Woman on thin ice is a business whose own site puts it this way: "Award-winning writer, blogger, social media consultant and charity campaigner. Social Media Manager for BritMums, the UK's largest parent blogging network Freelance clients include Firefly." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity and sitemaps and entity links AI can follow. It is passable on some structured data and basic crawler access. What holds it back is credibility markers like credentials or reviews.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
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.
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 5.7/10, Woman on thin ice has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Woman on thin ice
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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/kateonthinice
Cite this score: Engagemii (2026). "AEO Score for Woman on thin ice." Retrieved from https://engagemii.com/aeo/brands/kateonthinice
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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