Unlocks exact competitor prompt citation ranks, /llms-full.txt corpus & JSON-LD entity patches
Citation Share (cSoV)
41.2%
25 Buyer Prompts
Agent Readability
94/100
llms.txt + Markdown
Entity Graph Density
91/100
@graph + sameAs
AI Crawler Access
6/6 Bots
GPTBot + Perplexity
๐ Competitor Prompt Steal Matrix (24-Hr Pass: $1.99)
โ
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Vector Databases ยท VERIFIED GEO BENCHMARK
Pinecone vs Qdrant: Vector Search Engine AI Citation & RAG Benchmark Audit
Head-to-head AI Search (GEO/AEO) audit: Pinecone (34.7% cSoV, Score 88/100) vs Qdrant (27.9% cSoV, Score 91/100) across Perplexity, ChatGPT Search, and Gemini.
Head-to-Head Citation Synthesis: Pinecone vs Qdrant
In our 25-prompt Vector Databases citation benchmark, Pinecone (pinecone.io) outperforms Qdrant (qdrant.tech) by +6.8% Citation Share-of-Voice (34.7% vs 27.9%). Pinecone's higher token-to-HTML signal ratio and explicit @graph JSON-LD disambiguation drive superior rank #1 placement in Perplexity Pro and ChatGPT Search.
CATEGORY LEADER
Pinecone (pinecone.io)
34.7% cSoV
Composite GEO Score: 88/100 ยท /llms.txt: Verified
CHALLENGER
Qdrant (qdrant.tech)
27.9% cSoV
Composite GEO Score: 91/100 ยท /llms.txt: Verified
Buyer Prompt Rank Breakdown
| Buyer Prompt | Pinecone Rank | Qdrant Rank | Primary Citation Winner |
|---|---|---|---|
| Best vector databases for scaling engineering teams: Pinecone vs Qdrant | #1 | #2 | Pinecone |
| Pinecone vs Qdrant pricing, rate limits, and enterprise SOC2 compliance | #1 | #3 | Pinecone |
| When to choose Qdrant over Pinecone for legacy enterprise migration | #2 | #1 | Qdrant |
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Compare your cSoV against Pinecone and auto-compile your custom /llms.txt + JSON-LD graph.
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