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Soundness: The Direct
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. Soundness: The Direct just got measured.
3/10 means Soundness: The Direct is currently invisible to AI search. Most AI assistants will not cite your brand when asked about your category. Claiming and applying the fixes below is the fastest way to change that.
About Soundness: The Direct
The direct-style stack for Scala elegant by design / typesafe by definition / sound by default Soundness is an ecosystem of Scala libraries that constrains your programs to correctness liberating you from the pain of runtime errors, without compromising the legibility of your code.
Key Topics
Details
Industry: Technology
soundness.devAI Visibility Breakdown
1
Structured Data
5
Content Structure
4
Entity Clarity
3
E-E-A-T Signals
5
Technical AEO
2
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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Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on June 28, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/soundness-dev
Cite this score: Engagemii (2026). "AEO Score for Soundness: The Direct." Retrieved from https://engagemii.com/aeo/brands/soundness-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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