AI Visibility Scorecard
Software Engineer, Author, High Performance PostgreSQL for Rails
andyatkinson.com · Media & Entertainment
Somewhat visible. AI bots can read Software Engineer, Author, High Performance PostgreSQL for Rails, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Claude
#63,115 of 1,965,746 in Media & Entertainment for AI visibility
6
AEO Visibility
iVisible · 6.3/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Software Engineer, Author, High Performance PostgreSQL for Rails
from our crawl and measurement
Software Engineer, Author, High Performance PostgreSQL for Rails is a business whose own site puts it this way: "Andrew Atkinson Software Engineer blog about PostgreSQL, Ruby on Rails, Elasticsearch, Kubernetes, and Vim. Andrew is the Author of Ruby bestseller High Performance PostgreSQL for Rails." Its AI visibility score is 6.3 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, Person), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
Social Mentions
Fair
Social discussion and mentions.
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 6.3/10, Software Engineer, Author, High Performance PostgreSQL for Rails has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What are SLRUs and MultiXacts in Postgres? What can go wrong?
In this post we’ll cover two types of Postgres internals. PostgreSQL Databases July 2, 2025
Is this your brand?
The exact fixes for Software Engineer, Author, High Performance PostgreSQL for Rails
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/andyatkinson
Cite this score: Engagemii (2026). "AEO Score for Software Engineer, Author, High Performance PostgreSQL for Rails." Retrieved from https://engagemii.com/aeo/brands/andyatkinson
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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