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AI Visibility Scorecard
MutStack
juliestack.com · Other
At 1.6/10, MutStack is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
1.6
/10
AEO Score
About MutStack
from our crawl and measurement
MutStack describes itself simply: "Owned by Dave Portnoy. Founded by Mut. Home to the Friday Four-Pack. Subscribe for free. Click to read MutStack, by Mut (Mike Mutnansky), a Substack publication with thousands of." As far as answer engines are concerned it may as well not exist yet: 1.4 out of 10.
On its own pages the site does well on a clear heading structure. It is passable on a partly stated business identity and basic crawler access. What holds it back is credibility markers like credentials or reviews, structured data describing the business and sitemaps and entity links AI can follow.
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
3
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
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
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 1.6/10, MutStack is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MutStack
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/juliestack
Cite this score: Engagemii (2026). "AEO Score for MutStack." Retrieved from https://engagemii.com/aeo/brands/juliestack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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