ProductAI Engine

pgvector AI Database extension

Dedicated vector database engines to store embeddings and execute semantic search query matches.

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Architecture & Design

Transform Postgres into a highly capable Vector Database. Store machine learning embeddings, run cosine similarity match calculations, and execute retrieval-augmented generation (RAG) processes directly.

AI Core Features

  • pgvector integration
  • HNSW index support
  • Standard SQL vector math

Vector Engine Features

  • Store high-dimensional vector embeddings natively in table columns
  • Fast similarity indexing using IVFFlat and HNSW structures
  • Standard SQL queries combined with semantic search parameters
  • Integrated seamlessly with OpenAi and Hugging Face pipelines
  • Automatic indexing scale and connection concurrency