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AI Visibility Scorecard
Code4Good
code4good.io · Technology
Somewhat visible. AI bots can read Code4Good, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#406,849 of 2,623,137 in Technology for AI visibility
5.6
/10
AEO Score
About Code4Good
from our crawl and measurement
"American Red Cross Code4Good Project gives software engineers and engineering leaders an opportunity to support the Red Cross Mission by contributing their talents to the development of." That is how Code4Good of NW Washington, DC introduces itself. Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.
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
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 5.6/10, Code4Good has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Code4Good
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/code4good-io
Cite this score: Engagemii (2026). "AEO Score for Code4Good." Retrieved from https://engagemii.com/aeo/brands/code4good-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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