AI Visibility Scorecard
Qdrant
qdrant.io · Technology
Somewhat visible. AI bots can read Qdrant, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Claude · Meta AI · Apple Intelligence · Perplexity
#194,719 of 2,706,131 in Technology for AI visibility
34
AI Naming Predictability
iNamed occasionally · 34/100
More likely to be named than 96% of Technology companies
5
AEO Visibility
iBorderline · 5.2/10
55
Muse Index Score
iAI agent readiness
Transactable · 55/100
12
AI Adoption
iBasic · 12/100
About Qdrant
from our crawl and measurement
Qdrant is a Berlin, Berlin business whose own site puts it this way: "Qdrant is an Open-Source Vector Search Engine written in Rust. It provides fast and scalable vector similarity search service with convenient API." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, Product) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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 5.2/10, Qdrant has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Qdrant
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/qdrant-io
Cite this score: Engagemii (2026). "AEO Score for Qdrant." Retrieved from https://engagemii.com/aeo/brands/qdrant-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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