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Qwiet AI by Harness
AEO Score: 5/10
Monitoring for AI engine activity
In the Engagemii AEO index
#957,560 of 3,781,465 in Technology for AI visibility
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. Qwiet AI by Harness just got measured.
5/10 means Qwiet AI by Harness 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 Qwiet AI by Harness
Qwiet AI by Harness secures applications with AI-powered code analysis, natural language insights, and context-aware findings - built to empower developers and protect your software supply chain.
Key Topics
Details
AI Visibility Breakdown
1
Structured Data
8
Content Structure
5
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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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 July 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/shiftleft-io
Cite this score: Engagemii (2026). "AEO Score for Qwiet AI by Harness." Retrieved from https://engagemii.com/aeo/brands/shiftleft-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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