AI & Vector DatabasesBack to technologies

Unlocking semantic intelligence in your data.

Harness the power of RAG and Vector Search for next-gen apps.

We implement vector databases and RAG (Retrieval-Augmented Generation) architectures to give your AI applications memory, context, and semantic understanding.

How we provide this service

  • Implementation of Oracle AI Vector Search and other vector stores (Pinecone, Qdrant).
  • Building RAG pipelines to ground LLMs in your private enterprise data.
  • Semantic search implementation for document and knowledge management.
  • Integration of vector capabilities into existing APEX and web applications.

Main usage scenarios

  • Intelligent enterprise search allowing "talk to your data" experiences.
  • Context-aware customer support chatbots and assistants.
  • Recommendation engines based on semantic similarity.
  • Automated document classification and extraction workflows.
Proof in practice

Clients and real-world results

Each engagement blends advisory, co-delivery, and enablement so you inherit the playbooks along with the product.

Legal

Legal Tech Company

Result

Built a semantic search for case law, improving research efficiency by 300%.

Retail

E-commerce Platform

Result

Implemented vector-based product recommendations increasing cart value by 15%.

Delivery system

How we keep teams confident

Beyond code, Werbonix introduces the rituals and tooling that make the practice stick inside your organization.

Accelerators & toolkits

  • RAG architecture blueprints for secure enterprise deployment.
  • Data ingestion and chunking pipelines for optimal vectorization.
  • Evaluation frameworks for measuring RAG retrieval accuracy.

Operating model & rituals

  • Experiment-driven development to find the right chunking/embedding strategies.
  • Close collaboration with data science and engineering stakeholders.
  • Continuous monitoring of vector index performance and relevance.

Ready to explore this practice?

Book time with the practice lead to tailor a roadmap around your goals.

Talk to us