AI Visibility Scorecard
And Stuck
16andstuck.com · Education
Borderline visible. AI bots can crawl And Stuck, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#114,123 of 937,749 in Education for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Education average 14
Top 40% of Education
See what's behind this score →4
-
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. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 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 visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- And Stuck
- Website ·
- 16andstuck.com
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 2, 2026
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
Weak
No inbound links found yet.
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 read your site and name it in answers. At 4.2/10, And Stuck is crawlable but under-signaled - 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
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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.
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 October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/16andstuck
Cite this score: Engagemii (2026). "AEO Score for And Stuck." Retrieved from https://engagemii.com/aeo/brands/16andstuck
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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