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AI Visibility Scorecard
Programmable Mutter
www.programmablemutter.com · Media & Entertainment
Somewhat visible. AI bots can read Programmable Mutter, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#713,695 of 1,877,207 in Media & Entertainment for AI visibility
5.1
/10
AEO Score
About Programmable Mutter
from our crawl and measurement
"Technology and politics in an interdependent world. Click to read Programmable Mutter, by Henry Farrell, a Substack publication with tens of thousands of subscribers." That is how Programmable Mutter introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places, missing in others.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
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
0
No inbound links found yet.
Domain Trust
2
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
5
Press and news coverage.
Community
8
Forum and community discussion.
0
No Reddit mentions 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 5.1/10, Programmable Mutter has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Programmable Mutter
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Programmable Mutter.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/www-programmablemutter
Cite this score: Engagemii (2026). "AEO Score for Programmable Mutter." Retrieved from https://engagemii.com/aeo/brands/www-programmablemutter
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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