Enterprise RAG Architecture: Beyond Naive Vector Search
Production RAG requires hybrid search, reranking, access controls, and citation — not just embedding documents into a vector database.
The next wave of enterprise AI isn't conversational — it's autonomous. Agents that ingest data, make decisions, and execute workflows without human intervention.
Most enterprises are deploying chatbots. The leaders are deploying agents — systems that don't just answer questions but operate workflows, monitor pipelines, and make decisions within defined guardrails.
Production RAG requires hybrid search, reranking, access controls, and citation — not just embedding documents into a vector database.
Regulated industries need LLMs on their infrastructure. Here's how to deploy fine-tuned models with data sovereignty, cost control, and production reliability.
Contracts, invoices, medical records, and electoral forms hold critical data trapped in PDFs. IDP pipelines extract, validate, and route it at scale.
Whether you need a platform partner, enterprise engineering, or strategic technology leadership — let's architect what's next.