AI Visibility Scorecard
And Stuck
andstuck.com · Education
At 2.62/10, And Stuck is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
7
AI Naming Predictability
iRarely named · 7/100
Education average 14
Top 40% of Education
See what's behind this score →2.62
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Education average 13
See what's behind this score →0
About And Stuck
from our crawl and measurement
"Career guidance for students and graduates. Workbooks, coaching and practical resources for students and schools. And Stuck? Sarah Burgess." That is how And Stuck introduces itself. When AI engines look at it, they find little to work with. It scores 2.62 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- And Stuck
- Website ·
- andstuck.com
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page 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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.62/10, And Stuck is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Are you a student who is feeling stuck about what comes next?
I work with students, graduates and people in early careers to work out what they want to do, and how to get there. If you feeling anxious that you don’t know what comes next after this stage of education, then I can help you. If you worry that your child is never going to find a job, I can help them. If you’re an educator and you looking for new and engaging resources for the students you teach, I can help you.
Is this your brand?
The exact fixes for And Stuck
Which AI engines already crawl you
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for And Stuck.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/andstuck
Cite this score: Engagemii (2026). "AEO Score for And Stuck." Retrieved from https://engagemii.com/aeo/brands/andstuck
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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