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Enterprise RAG Architecture: Combining Vector Search with LLMs

David Miller (AI Solutions Lead) July 28, 2026 8 min read
Enterprise RAG Architecture: Combining Vector Search with LLMs

A technical guide to implementing Retrieval-Augmented Generation for proprietary enterprise datasets with zero data leaks.

Building production software requires careful architectural planning, robust continuous integration, and clean domain isolation. Whether scaling web services or embedding generative AI features, engineering teams must maintain security compliance, comprehensive automated testing, and zero-downtime deployment pipelines.

At Ornitech, we specialize in delivering enterprise-ready code bases engineered for high availability, low latency, and rapid iteration. Contact our team today to learn how we can partner on your next software initiative.

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