AI Visibility Scorecard
Paracoding — Scott McDonald · books on building the future by supervising AI
paracoding.com · Technology
Borderline visible. AI bots can crawl Paracoding — Scott McDonald · books on building the future by supervising AI, 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
#1,806,574 of 2,705,907 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
8
AI Adoption
iBasic · 8/100
About Paracoding — Scott McDonald · books on building the future by supervising AI
from our crawl and measurement
Paracoding Scott McDonald · books on building the future by supervising AI is a business whose own site puts it this way: "Paracoding is Scott McDonald's series on decoding complex systems as physics, not religion, from human history to AI infrastructure." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found structured data on the page (Person) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
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
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, Paracoding — Scott McDonald · books on building the future by supervising AI is crawlable but under-signaled - fixable, and the signals above are where to start.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/paracoding
Cite this score: Engagemii (2026). "AEO Score for Paracoding — Scott McDonald · books on building the future by supervising AI." Retrieved from https://engagemii.com/aeo/brands/paracoding
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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