AI Visibility Scorecard
Coders at Work
codersatwork.com · Technology
Well-positioned for AI search. Its weakest signals, Structured Data, Entity Clarity and News Mentions, are where Coders at Work still has room to grow.
AI engines read this profile 11 times
Meta AI · Claude · Apple Intelligence · Parallel
Top 1% in Technology for AI visibility
90
AI Naming Predictability
iAI names companies like this often · 90/100
Technology average 28
Top 1% of Technology
See what's behind this score →8.22
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →0
About Coders at Work
from our crawl and measurement
Coders at Work is a business whose own site puts it this way: "Buy it: Amazon Barnes & Noble Powell's eBook from Apress Early Reviews Absolutely amazing!" To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 8.22 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have read this profile 11 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and Applebot (Siri).
- Company ·
- Coders at Work
- Website ·
- codersatwork.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
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 read your site and name it in answers. At 8.22/10, Coders at Work is well placed; the signals above show what is left to gain.
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Coders at Work.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codersatwork
Cite this score: Engagemii (2026). "AEO Score for Coders at Work." Retrieved from https://engagemii.com/aeo/brands/codersatwork
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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