AI Visibility Scorecard
Work Happy Mums
workhappymums.com · Professional Services
Somewhat visible. AI bots can read Work Happy Mums, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 13 times
Meta AI · Claude · ChatGPT
#141,097 of 526,871 in Professional Services for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Work Happy Mums
from our crawl and measurement
Work Happy Mums is a business whose own site puts it this way: "Work Happy Mums offers career counselling and coaching for mums navigating career transitions, including returning to work after maternity leave, changing careers, finding a family-friendly." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 5.2/10, Work Happy Mums has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Work Happy Mums
Which AI engines already crawl you
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/workhappymums
Cite this score: Engagemii (2026). "AEO Score for Work Happy Mums." Retrieved from https://engagemii.com/aeo/brands/workhappymums
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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