AI Visibility Scorecard
Coding Out Loud
cloudarchitecturepatterns.com · Technology
Borderline visible. AI bots can crawl Coding Out Loud, 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 5 times
Claude · Meta AI · ChatGPT
#1,604,135 of 2,707,789 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
4
AI Adoption
iBasic · 4/100
About Coding Out Loud
from our crawl and measurement
Coding Out Loud describes itself simply: "Cloud Architecture Patterns book has been released!! [07-Jan-2013] Update: Added mention of iTunes/iBook version and Amazon UK. [28-Dec-2012] Update: Added link to free Sample Chapter." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
On its own pages the site does well on a clear heading structure and sitemaps and entity links AI can follow. It is passable on a partly stated business identity, a few credibility markers and basic crawler access. What holds it back is structured data describing the business.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
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
Fair
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 4.4/10, Coding Out Loud is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Comments and Feedback from You?
Feel free to share comments directly on this page, find me on twitter (@codingoutloud), or email me (codingoutloud is also my gmail.com handle). Also, since the book was published by O’Reilly and they’ve set up a page for the book with sections for errata. This page (the one you are reading) can be reached via www.cloudarchitecturepatterns.com (or http://bit.ly/azurecloud for short).
Is this your brand?
The exact fixes for Coding Out Loud
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Coding Out Loud.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cloudarchitecturepatterns
Cite this score: Engagemii (2026). "AEO Score for Coding Out Loud." Retrieved from https://engagemii.com/aeo/brands/cloudarchitecturepatterns
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform