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AI Visibility Scorecard
CodeMash
codemash.org · Nonprofits
Somewhat visible. AI bots can read CodeMash, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
ChatGPT · Meta AI · Claude · Apple Intelligence
#14,902 of 744,271 in Nonprofits for AI visibility
6.5
/10
AEO Score
About CodeMash
from our crawl and measurement
CodeMash is a business whose own site puts it this way: "Important Dates Jul 1: Topic Interest & Readiness Survey Jul 15: Sponsorships Open Aug 15: Call for Speakers Sep 23: Call for Volunteers Sep 30: Sessions Announced Oct 1: Tickets Go on." Its AI visibility score is 6.5 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 (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 6 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
7
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
3
Forum and community discussion.
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 6.5/10, CodeMash has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CodeMash
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/codemash-org
Cite this score: Engagemii (2026). "AEO Score for CodeMash." Retrieved from https://engagemii.com/aeo/brands/codemash-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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