Document Ingestion
Structured intake from PDFs, docs, knowledge bases, and mixed operational sources.
Chunking & Embedding
Retrieval-oriented preprocessing designed for relevance instead of naive document slicing.
Vector Database Setup
Pinecone, pgvector, Qdrant, or similar stores selected for the actual product need.
Retrieval Tuning
Prompting, ranking, and context assembly improved for higher-quality grounded answers.
Evaluation & Guardrails
Testing, observability, and retrieval checks that reduce hallucination risk.
Product Integration
RAG connected into chat interfaces, internal tools, CRMs, ERPs, and support experiences.