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When a company needs RAG vs plain search
RAG is not the mandatory first step. When structure + search is enough, and when you need cited conversational answers.
2026-07-26
Short answer
If people cannot find the current policy — start with structure, owners and search. RAG helps when you need an answer “in plain language” with a source citation in chat/portal.
Without version ownership, RAG just answers from stale PDFs.
When search is enough
Few documents, already structured, typical “where is the guide” questions.
The pain is finding the file, not phrasing an answer.
When RAG helps
Many overlapping policies, need citations and escalation on low confidence.
L1 support or onboarding drowns in repeat questions.
How Bober AI Systems helps
We do not sell RAG by default. See /solutions/knowledge-base, /services/rag, and /services/self-hosted-ai when needed.
FAQ
- Can we start without an LLM?
- Yes — often fix knowledge structure and search first, then add a conversational layer.
- Do we need on-prem?
- If policies cannot leave to public APIs — yes, use a private contour.