8 min read
Hybrid Search in PostgreSQL: What It Costs to Own the Fusion
Azure AI Search and Cosmos DB fuse keyword and vector results for you; pgvector doesn't. What owning RRF in PostgreSQL involves, and when it pays.
Hybrid Search
13 articles
8 min read
Hybrid Search for RAG: Test What the BM25 Leg Rescues
Hybrid search is default RAG advice, but the BM25 leg has real costs; a three-way test on Azure AI Search shows which questions it rescues.
9 min read
Seven RAG Failure Modes and the Pattern That Fixes Each
Diagnose why a RAG system fails before adding patterns: hybrid search, semantic reranking, grounding gates and citations on Azure AI Search, mapped to failures.
1 min read
Azure AI Search: Implementing Hybrid Search for Better RAG Results
Pure vector search excels at semantic similarity but can miss exact keyword matches. Pure keyword search finds exact terms but misses conceptually similar…
1 min read
Azure AI Search: Implementing Hybrid Search with Vectors and Keywords
Hybrid search significantly improves retrieval quality for RAG applications by leveraging both semantic understanding and exact keyword matching.
1 min read
Hybrid Search: Combining Vector and Keyword Search in Azure AI Search
Vector search excels at semantic similarity but can miss exact matches. Keyword search finds precise terms but misses synonyms and context. Together, they…
1 min read
Implementing Hybrid Search in Azure AI Search
Keyword search excels at exact matches and rare terms. Vector search captures semantic similarity. Combining them leverages both strengths while mitigating…
1 min read
Azure AI Search Advanced Features: Beyond Basic Indexing
Azure AI Search combines the best of vector, keyword, and semantic search in one service.
1 min read
Hybrid Search Improvements: Latest Techniques for Better Retrieval
Hybrid search continues to outperform pure vector or keyword approaches. Invest in tuning your fusion strategy for your specific domain.
7 min read
Hybrid Search in PostgreSQL: pgvector, Full-Text and RRF in One Query
How to build hybrid search inside PostgreSQL with pgvector, full-text search and weighted reciprocal rank fusion, and when a dedicated search service is better.
7 min read
Tuning Hybrid Search in Azure AI Search: What RRF Lets You Change
Which hybrid search knobs Azure AI Search exposes on the 2023-11-01 API, why I avoid client-side score weighting, and how to measure changes before shipping.
1 min read
Hybrid Retrieval Patterns for RAG Applications
Hybrid retrieval improves RAG quality by combining the strengths of different search approaches. Tomorrow, I will cover Azure Dev Box and development…
1 min read
Hybrid Search Patterns in Azure Cognitive Search
Hybrid search patterns enable building search systems that handle diverse query types effectively.