AI Visibility Scorecard
Work Shift
workshift.org · Education
At 3.38/10, Work Shift 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 and Reddit. That is fixable, and the signals below show where to start.
AI engines read this profile 13 times
Meta AI · Perplexity · Claude · Parallel
Top 10% in Education for AI visibility
30
AI Naming Predictability
iRarely named · 30/100
Education average 14
Top 12% of Education
See what's behind this score →3.38
-
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 →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Education average 13
See what's behind this score →0
About Work Shift
from our crawl and measurement
"An independent newsroom reporting on the connections between education and work." That is how Work Shift introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.38 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have read this profile 13 times in our tracking, including Meta AI, PerplexityBot and ClaudeBot (Anthropic).
- Company ·
- Work Shift
- Website ·
- workshift.org
- Industry ·
- Education
- Location ·
- Washington, DC
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 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
Good
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
-
Not yet measured.
News & Press
Fair
Press and news coverage.
Community
Fair
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 3.38/10, Work Shift is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Where Is Your Tugboat?
In workforce tech, we’re stuck on the idea of complex overhauls. But what our complicated system really needs is smaller, nimbler projects that continuously improve…
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.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/workshift-org
Cite this score: Engagemii (2026). "AEO Score for Work Shift." Retrieved from https://engagemii.com/aeo/brands/workshift-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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