AI Visibility Scorecard
Arrowsmith Labs
arrowsmithlabs.com · Technology
Somewhat visible. AI bots can read Arrowsmith Labs, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Claude · Meta AI · Perplexity
#194,719 of 2,706,130 in Technology for AI visibility
46
AI Naming Predictability
iNamed sometimes · 46/100
More likely to be named than 97% of Technology companies
5
AEO Visibility
iBorderline · 5.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Arrowsmith Labs
from our crawl and measurement
"A comprehensive tutorial on Phoenix 1.7 and Elixir 1.17, for developers who already know Ruby on Rails." That is how Arrowsmith Labs introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, 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
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Fair
Forum and community discussion.
Social Mentions
Good
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 5.2/10, Arrowsmith Labs has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Arrowsmith Labs
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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 August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/arrowsmithlabs
Cite this score: Engagemii (2026). "AEO Score for Arrowsmith Labs." Retrieved from https://engagemii.com/aeo/brands/arrowsmithlabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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