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AI Visibility Scorecard
Qdrant
qdrant.tech · Technology
Well-positioned for AI search. The breakdown below shows where Qdrant is still leaving points on the table.
Monitoring for AI engine activity
In the Engagemii AEO index
#14,938 of 2,596,770 in Technology for AI visibility
7.2
/10
AEO Score
About Qdrant
from our crawl and measurement
"Qdrant is an Open-Source Vector Search Engine written in Rust. It provides fast and scalable vector similarity search service with convenient API." That is how Qdrant of Berlin, Berlin introduces itself. Its AI visibility score is 6.9 out of 10: the engines can find it, but they do not have much to hold on to.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
6
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
1
Press and news coverage.
Community
8
Forum and community discussion.
6
Reddit mentions and discussion.
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 7.2/10, Qdrant has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Qdrant
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Qdrant.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/qdrant-tech
Cite this score: Engagemii (2026). "AEO Score for Qdrant." Retrieved from https://engagemii.com/aeo/brands/qdrant-tech
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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