GEO Readiness
0.5
Fix: Add Organization JSON-LD schema with name, url, logo, sameAs.
Is Qdrant cited by AI? Its AI Visibility Score is 27/100
Qdrant (qdrant.tech) is vector database. CitationDesk ran one crawl and scored how ready it is to be cited by ChatGPT, Claude, Perplexity & Gemini — across three pillars. Last scored 2026-09-05.
Visibility Score
qdrant.tech
27
WEAK — room to improve
AI Visibility★
13
Search
50
Convert
30
Highest-leverage fix for Qdrant
Entity Coherence: Add Organization schema in <head> on every page.
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AI VisibilityAI wedge
13/100
Dual Fit
0.5
Fix: Open the first paragraph with a quote-ready fact, definition, or statistic.
Entity Coherence
0.0
Fix: Add Organization schema in <head> on every page.
Bot-Crawl Health
1.0
All checks pass — Everything this audit can test passes, including a live PerplexityBot fetch of your origin. Nothing to change.
Search Foundation
50/100
SEO Foundation
0.5
Fix: Rewrite <title> to 30-70 characters — currently 29.
Convert
30/100
Conversion Readiness
0.3
Fix: Add a clear primary call-to-action (contact, pricing, sign-up, or subscribe link).
How to lift Qdrant's AI Visibility
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Score is heuristic, computed from public on-page signals at 2026-09-05; not affiliated with Qdrant. Methodology: how the score works.