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AI & Search Systems

I build RAG-based assistants and hybrid search systems connected to your product catalog and documents.

I build AI assistants that retrieve relevant information from a product catalog, documentation or customer data before generating responses. I’ve implemented hybrid search with MongoDB and Weaviate, and chat/recommendation systems with models like OpenAI and Gemini.

Who is this for?

  • E-commerce sites that want an assistant answering customer questions 24/7
  • Businesses that want smart search across their product catalog or documents
  • Products that want to add an AI feature powered by their own data

What you get

  • A chat assistant that works with your own product and content data
  • Search that understands what users are looking for
  • An AI feature integrated into your existing site or product

How we work

  1. We review the need and your existing system together.

  2. We define a clear scope, technical approach and delivery plan.

  3. Development stays visible through regular progress and feedback.

  4. We launch the system and plan the next steps together, with documentation on request.