AI Visibility Scorecard
Work Happy Mums Digest
workhappymums.substack.com · Technology
Borderline visible. AI engines can read Work Happy Mums Digest, but Structured Data, Content Structure and Entity Clarity are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 5 times
Claude · Apple Intelligence
75
AI Naming Predictability
iNamed occasionally · 75/100
Technology average 28
Top 4% of Technology
See what's behind this score →4.3
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →?
About Work Happy Mums Digest
from workhappymums.substack.com
Here you’ll find tools, insights, and encouragement to help you figure out your next steps and build a career that works for you and your family - while staying connected to yourself and the parent you want to be. Join us! Click to read Work Happy Mums Digest, by Melanie Fieseler, a Substack publica
- Company ·
- Work Happy Mums Digest
- Website ·
- workhappymums.substack.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 8, 2026
The 6 on-page 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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
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 4.3/10, Work Happy Mums Digest is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
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The exact fixes for Work Happy Mums Digest
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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 November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/workhappymums-substack
Cite this score: Engagemii (2026). "AEO Score for Work Happy Mums Digest." Retrieved from https://engagemii.com/aeo/brands/workhappymums-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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