7 min read
What It Costs to Build an Enterprise AI Assistant
A practical cost framework for enterprise RAG: build vs run costs, the per-query economics, the levers that control spend, and why the API bill is rarely the biggest line item.
Topic hub
Enterprise RAG
Retrieval-augmented generation in production: architecture, accuracy, security, and what it actually costs to build an enterprise assistant.
Start with the pillar guide
Enterprise RAG: Building AI Knowledge Assistants
What retrieval-augmented generation is, when it is the right tool, and how to architect a production AI knowledge assistant. A research-backed guide for enterprise teams.
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8 min read
Enterprise RAG Security and Data Governance
Connecting an LLM to your knowledge base creates a new attack surface and new governance duties. The RAG-specific threats, the access-control problem, and how to build a defensible program.
9 min read
How to Reduce Hallucinations in Enterprise RAG Systems
Most enterprise RAG hallucinations are retrieval and grounding failures, not the model lying. A research-backed guide to diagnosing and reducing them, with evidence from the RAG literature.
7 min read
RAG vs Fine-Tuning for Enterprise Knowledge: How to Choose
RAG and fine-tuning solve different problems. What the research shows about each, the tradeoffs that matter for enterprise teams, and a clear framework for choosing.