AI engineering

Before RAG: is your organizational knowledge ready?

Answer quality starts with content ownership, document structure and update policy—not the model.

AI engineering7 MIN READ

Before RAG: is your organizational knowledge ready?

Answer quality starts with content ownership, document structure and update policy—not the model.

Technology creates value when it remains explainable, measurable and correctable.

Before choosing a model or tool, establish where authoritative knowledge lives, who owns it and how often it changes.

A durable architecture draws explicit boundaries between ingestion, retrieval, ranking, generation and evaluation.

Responsible rollout starts with a bounded domain, a quality baseline and real user feedback, then grows deliberately.

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