AI Visibility Scorecard
Coding it Forward
codingitforward.com · Government & Public Sector
Somewhat visible. AI bots can read Coding it Forward, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Claude · Apple Intelligence
#18,245 of 123,607 in Government & Public Sector for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
8
AI Adoption
iBasic · 8/100
About Coding it Forward
from our crawl and measurement
Coding it Forward describes itself simply: "<p class= style=white-space:pre-wrap;>Coding it Forward is creating new pathways into public interest technology for early-career technologists. </p>." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Fair
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
Weak
No community discussion yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.5/10, Coding it Forward has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Coding it Forward
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codingitforward
Cite this score: Engagemii (2026). "AEO Score for Coding it Forward." Retrieved from https://engagemii.com/aeo/brands/codingitforward
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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