SERVICES / AI & RAG DEVELOPMENT

AI systems that answer from your knowledge.

Build AI applications using OpenAI, embeddings, vector search, pgvector, structured outputs, and RAG pipelines for grounded, knowledge-based answers.

WHAT THIS COVERS

Built as one system.

  • RAG pipelines that search your knowledge base before the model generates a word.
  • OpenAI integration with structured outputs your application can render reliably.
  • Vector search with pgvector — embeddings, similarity retrieval, and hybrid fallbacks.
  • Content moderation and conversation memory built into the pipeline.
  • AI extraction that turns raw documents into structured, validated records.

OPENAI · GEMINI · EMBEDDINGS · PGVECTOR · POSTGRESQL · FASTAPI

RETRIEVAL FIRST, GENERATION SECOND

QUESTIONEMBEDDINGVECTOR SEARCHpgvectorRELEVANT KNOWLEDGECONTEXTOPENAISTRUCTURED ANSWER

Want AI grounded in your data?

RAG, embeddings, structured outputs — I'll help you figure out what your product actually needs.