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Code Soapbox
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. Two-thirds of websites are invisible to them. Code Soapbox just got measured.
4/10 means Code Soapbox is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.
About Code Soapbox
Code Soapbox Best practices summary Good practices Design patterns Clean code Tutorials Java Spring Swagger Rants Library About me Code Soapbox Posts April 5, 2026 / LLM Hallucinating progress: the risks of uncritical LLM adoption in software development The current wave of blind optimism about LLMs in IT has left their risks underexamined.
Key Topics
Details
Category: Technology
codesoapbox.devAI Visibility Breakdown
1
Structured Data
6
Content Structure
4
Entity Clarity
5
E-E-A-T Signals
6
Technical AEO
4
AI Discoverability
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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Source & Attribution
Scored by Engagemii on June 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codesoapbox-dev
Cite this score: Engagemii (2026). "AEO Score for Code Soapbox." Retrieved from https://engagemii.com/aeo/brands/codesoapbox-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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