Which vector database vendors currently offer the best hybrid search capabilities to improve semantic retrieval accuracy for e-commerce catalogs
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which vector database vendors currently offer the best hybrid search capabilities to improve semantic retrieval accuracy for e-commerce catalogs
2 real searches · 1 real-search pass
vector database hybrid search 2026 vendor documentation Pinecone Weaviate Qdrant Milvus Vespa Elasticsearch e-commerce retrievalGoogle ↗
OBSERVEDOther / navigational
2026 vector database hybrid search capabilities e-commerce catalog dense sparse BM25 reranking vendors Pinecone Weaviate Qdrant Milvus Elasticsearch Vespa TypesenseGoogle ↗
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
vector database hybrid search 2026 vendor documentation Pinecone Weaviate Qdrant Milvus Vespa Elasticsearch e-commerce retrieval Google ↗
2026 vector database hybrid search capabilities e-commerce catalog dense sparse BM25 reranking vendors Pinecone Weaviate Qdrant Milvus Elasticsearch Vespa Typesense Google ↗
- Hybrid search · docs.weaviate.io
- Hybrid search · docs.weaviate.io
- Hybrid Search · weaviate.io
- Weaviate website · weaviate.io
- Hybrid Queries · qdrant.tech
- How to Tune Hybrid Search in Qdrant · qdrant.tech
- How Alhena AI unified its AI stack and improved ecommerce conversions with Qdrant · qdrant.tech
- Qdrant website · qdrant.tech
- Introducing support for sparse-dense embeddings for better search result · pinecone.io
- Introducing cascading retrieval: Unifying dense and sparse with reranking · pinecone.io
- Pinecone website · pinecone.io
- Hybrid Text Search Tutorial · docs.vespa.ai
- Multi-phase ranking and re-ranking · learn.vespa.ai
- Phased Ranking · docs.vespa.ai
- Vespa website · vespa.ai
- Hybrid search · elastic.co
- Elasticsearch website · elastic.co
- Hybrid Search Vector Database: BM25 + Vectors · milvus.io
- Reranking · milvus.io
- Weighted Ranker · milvus.io
- Milvus website · milvus.io
- Qdrant Fundamentals · qdrant.tech
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
vector database hybrid search 2026 vendor documentation Pinecone Weaviate Qdrant Milvus Vespa Elasticsearch e-commerce retrieval OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
2026 vector database hybrid search capabilities e-commerce catalog dense sparse BM25 reranking vendors Pinecone Weaviate Qdrant Milvus Elasticsearch Vespa Typesense OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |