Private AI Assistant for Company Data: Building On-Prem RAG With a Vector DB and Local LLM
If your company data ever leaves your network, you lose control of it. That is why "just paste it into ChatGPT" is a non-starter for most enterprises. Even with data controls enabled, your prompts still get processed in someone else's cloud, and they can be retained for a period of time depending on the product and settings. For example, deleting a chat in ChatGPT does not delete it immediately. It is scheduled for deletion within 30 days. Temporary Chats also stay on OpenAI systems for up to 30 days, even though they do not show up in your history. Even with safeguards, you are still sending sensitive content to an external system. That is a risk many enterprises cannot accept.
- DevOps
- GenAI
- RAG
- Vector DB
- On-Prem
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