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AI Visibility Scorecard
Work In Progress
alsnewsletter.substack.com · Other
Somewhat visible. AI bots can read Work In Progress, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
6.7
/10
AEO Score
About Work In Progress
from our crawl and measurement
"A newsletter about the changing world of work and the intersection of talent, leadership, and culture." That is how Work In Progress introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.7 out of 10, readable in places and missing in others.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
8
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
10
Press and news coverage.
Community
10
Forum and community discussion.
Social Mentions
0
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.7/10, Work In Progress has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Work In Progress
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Work In Progress.
Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/alsnewsletter-substack
Cite this score: Engagemii (2026). "AEO Score for Work In Progress." Retrieved from https://engagemii.com/aeo/brands/alsnewsletter-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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