PUBLISHED HEAD-TO-HEAD / VERIFIED DATA

Pinecone VS Qdrant

A current comparison across 7 published leaderboards and 14 source-linked metrics.

SHARED + UNIQUE LEADERBOARDS

RANK HEAD-TO-HEAD

7 published boards across the pair

Published Rank.ai leaderboard positions for Pinecone and Qdrant
LeaderboardPineconeQdrantSame-board readAs of
Vector Database Platform Rank#166.67 score#358.33 scorePinecone leadsJul 27, 2026
Vector Databases Brands in Anthropic Model API Answers#187.5 score#375 scorePinecone leadsJul 27, 2026
Vector Databases Citation Share#58.89 score#213.33 scoreQdrant leadsJul 27, 2026
Vector Databases Engine Breadth#13 score#33 scorePinecone leadsJul 27, 2026
Vector Databases Brands in Gemini Model API Answers#137.5 score#525 scorePinecone leadsJul 27, 2026
Vector Databases Brands in OpenAI Model API Answers#175 score#375 scorePinecone leadsJul 27, 2026
Vector Databases Brand Visibility#150 score#247.22 scorePinecone leadsJul 27, 2026
LATEST VERIFIED BY METRIC

FACT + EVIDENCE MATRIX

14 source-linked metrics

Latest published evidence for Pinecone and Qdrant
MetricPineconeQdrantEvidence date
public_prompt_benchmarkAnthropic citation share0 percent100% · Rank.ai Vector Databases Prompt Benchmark7.69 percent100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026
public_prompt_benchmarkAnthropic mention coverage66.67 percent100% · Rank.ai Vector Databases Prompt Benchmark58.33 percent100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026
public_prompt_benchmarkAnthropic recommendation-prompt presence87.5 percent100% · Rank.ai Vector Databases Prompt Benchmark75 percent100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026
public_prompt_benchmarkCitation share8.89 percent100% · Rank.ai Vector Databases Prompt Benchmark13.33 percent100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026
public_prompt_benchmarkEngine breadth3 engines100% · Rank.ai Vector Databases Prompt Benchmark3 engines100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026
public_prompt_benchmarkGemini citation share11.76 percent100% · Rank.ai Vector Databases Prompt Benchmark5.88 percent100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026
public_prompt_benchmarkGemini mention coverage25 percent100% · Rank.ai Vector Databases Prompt Benchmark25 percent100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026
public_prompt_benchmarkGemini recommendation-prompt presence37.5 percent100% · Rank.ai Vector Databases Prompt Benchmark25 percent100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026
public_prompt_benchmarkMention coverage50 percent100% · Rank.ai Vector Databases Prompt Benchmark47.22 percent100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026
public_prompt_benchmarkOpenAI citation share13.33 percent100% · Rank.ai Vector Databases Prompt Benchmark26.67 percent100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026
public_prompt_benchmarkOpenAI mention coverage58.33 percent100% · Rank.ai Vector Databases Prompt Benchmark58.33 percent100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026
public_prompt_benchmarkOpenAI recommendation-prompt presence75 percent100% · Rank.ai Vector Databases Prompt Benchmark75 percent100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026
public_prompt_benchmarkRecommendation-prompt presence66.67 percent100% · Rank.ai Vector Databases Prompt Benchmark58.33 percent100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026
public_prompt_benchmarkReviewed-brand presence share17.82 percent100% · Rank.ai Vector Databases Prompt Benchmark16.83 percent100% · Rank.ai Vector Databases Prompt BenchmarkJul 27, 2026