RAG & Knowledge Systems
How RAG Systems Improve Enterprise Knowledge Management
Knowledge management fails when the source has no owner
Enterprise knowledge is the set of documents a company is willing to stand behind. RAG helps when an employee can ask a question and see the passage that answered it. It does not help when the share drive has five versions of the same policy and nobody can say which is current. The first improvement is often the index, not the model.
Aqlithos builds that index as part of generative AI work. The assistant is optional. Some teams only need search with a citation. Say so if that is the job. A chatbot on top of a mess is a louder mess.
What actually gets better
Be specific about the gain. These are design outcomes, not case-study statistics.
Knowledge problems and what RAG changes.
| Problem | What changes | What does not |
|---|---|---|
| People ask the same policy question | The answer points at the current file | The policy still needs an owner |
| New staff cannot find the process | A cited answer from the handbook | Judgment calls outside the handbook |
| Two teams keep private copies | One store with access rules | Politics about who owns the text |
How Aqlithos would start
Name one desk: support, HR, or an internal engineering wiki. Pick the documents that desk trusts. Give them an owner who can delete a stale file. Evaluate with that desk's real questions. The AUST assistant shows the operating model in education: staff supply documents, learners ask. A company wiki is the same shape with stricter access.
Read the RAG versus fine-tuning article if someone on the team wants to train the model instead. For knowledge management, retrieval remains the first design.
Questions buyers ask
- Will RAG replace the intranet?
- No. It answers from a curated set. Someone still owns the pages. If two policies contradict, the assistant should not pick a winner silently.
- What improves first?
- The time to find an approved answer for a repeated question. Aqlithos does not publish a percentage for that. Measure it on your questions.
- Who should not start with RAG?
- A team that cannot name the owner of the documents. Fix ownership first.
Sources
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