Posts tagged "semantic search"

April 30, 2026

Free Semantic Search with Gemini API

Moving beyond keyword matching, semantic embeddings offer a more accurate way to surface related content. Discover how to leverage Google's Gemini API for cost-effective, meaning-based suggestions.

postgresql semantic search embedding gemini tsvector blog api vector

April 28, 2026

Tuning Semantic Search for Real Performance Gains

Practical strategies for balancing speed and recall in vector search systems, from choosing the right index to managing embedding dimensions and metadata filters.

semantic search vector database hnsw ivf machine learning data engineering latency algorithm optimization

March 26, 2026

Gemini Embedding 2 vs. BGE-M3: A Deep Dive Comparison for Semantic Search

Google's new natively multimodal Gemini Embedding 2 is powerful, but how does it stack up against the multilingual retrieval specialist, BGE-M3? See a detailed feature comparison here.

gemini gemini-embedding-2 bge-m3 embeddings ai models semantic search vector databases llm rag

March 25, 2026

Supabase S3 Vector Buckets vs. Postgres Indexes: A Deep Dive

Supabase's new S3-compatible Vector Buckets offer a different approach to vector storage compared to traditional in-Postgres methods like HNSW or IVFFlat. See a direct comparison of speed, cost, and scale.

supabase vector database s3 hnsw ivfflat vector search semantic search postgres llm rag