AI Visibility Scorecard
World Workings
driftingamalgams.com · Membership Organizations
At 1.65/10, World Workings is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude · Amazon Alexa
Top 50% in Membership Organizations for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Membership Organizations average 9
See what's behind this score →1.65
AEO Visibility
iNear-invisible · 1.65/10
Membership Organizations average 1.5
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses average 3. Claim your page and Engagemii is your first.
See what's behind this score →10
Muse Index Score
iAI agent readiness
Basic · 10/100
Membership Organizations average 12
See what's behind this score →0
About World Workings
from our crawl and measurement
"Interested in Casey Hudson’s books and thoughts on writing? This is the place to start. Explore the official website of Casey Hudson’s sci fi and worldbuilding." That is how World Workings introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.65 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile 2 times in our tracking, including ClaudeBot (Anthropic) and AmazonBot (Alexa AI).
- Company ·
- World Workings
- Website ·
- driftingamalgams.com
- Industry ·
- Membership Organizations
- 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
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 1.65/10, World Workings is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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 World Workings.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/driftingamalgams
Cite this score: Engagemii (2026). "AEO Score for World Workings." Retrieved from https://engagemii.com/aeo/brands/driftingamalgams
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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