AI Visibility Scorecard
jonathanpenn.com
jonathanpenn.com · Technology
Borderline visible. AI bots can crawl jonathanpenn.com, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#1,807,932 of 2,707,519 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About jonathanpenn.com
from our crawl and measurement
Home is a business whose own site puts it this way: "Cocoa Manifest distills the best of iOS native and web development for you. A collection of links to useful posts, features, libraries, open source and commentary by me, Jonathan Penn." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
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
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.1/10, jonathanpenn.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Stop There?
Imagine this same mechanism generalized to other areas. Instead of bogging down your NSManagedObject subclasses with extra methods to display data in different formats, you build intermediate view-model objects that your views could consume and watch. If you update a primitive integer on your model, the view-model sees that change and updates the formatted NSString representation.
Is this your brand?
The exact fixes for jonathanpenn.com
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
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Source & Attribution
Scored by Engagemii on September 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jonathanpenn
Cite this score: Engagemii (2026). "AEO Score for jonathanpenn.com." Retrieved from https://engagemii.com/aeo/brands/jonathanpenn
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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