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AI Visibility Scorecard
composingprograms.com · Technology
Somewhat visible. AI bots can read Composing Programs, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#154,624 of 2,810,206 in Technology for AI visibility
6.3
/10
AEO Score
from our crawl and measurement
Composing Programs describes itself simply: "c⚬mp⚬sing pr⚬grams Text Projects Tutor About Main Text Projects Tutor About Related Sites CS 61A Course Version 1 Welcome to Composing Programs, a free online introduction to programming." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.3 out of 10, readable in places and missing in others.
The page falls short on a heading structure that lays out what it offers, credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business, a clearly stated business identity and sitemaps and entity links AI can follow.
Away from its own site, other sites link to it and people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business and there is no press coverage to draw on.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
1
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
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
8
Forum and community discussion.
3
Reddit mentions and discussion.
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 6.3/10, Composing Programs has a working base to build on - fixable, and the signals above are where to start.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/composingprograms
Cite this score: Engagemii (2026). "AEO Score for Composing Programs." Retrieved from https://engagemii.com/aeo/brands/composingprograms
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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