Real ChatGPT answer · index seedjdQml9ZaDfkcompleteB2B software · data and analytics platformscommercial

Pinecone versus Milvus versus Qdrant, which one offers the best cost-to-performance ratio for a growing B2B analytics platform?

ChatGPTgpt-64 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Pinecone versus Milvus versus Qdrant, which one offers the best cost-to-performance ratio for a growing B2B analytics platform?
4 real searches · 1 real-search pass
Pinecone pricing serverless vector database pricing official 2026Google ↗
OBSERVEDOther / navigational
Qdrant cloud pricing managed self hosted official pricing 2026Google ↗
OBSERVEDOther / navigational
Milvus pricing Zilliz Cloud pricing self hosted official 2026Google ↗
OBSERVEDComparison
Pinecone vs Qdrant vs Milvus benchmark filtering multi tenancy vector database comparisonGoogle ↗
OBSERVEDComparison

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (4)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Pinecone pricing serverless vector database pricing official 2026 Google ↗
Qdrant cloud pricing managed self hosted official pricing 2026 Google ↗
Milvus pricing Zilliz Cloud pricing self hosted official 2026 Google ↗
Pinecone vs Qdrant vs Milvus benchmark filtering multi tenancy vector database comparison Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Pinecone pricing serverless vector database pricing official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Qdrant cloud pricing managed self hosted official pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Milvus pricing Zilliz Cloud pricing self hosted official 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Pinecone vs Qdrant vs Milvus benchmark filtering multi tenancy vector database comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1