A local AI for your own documents can be really useful: Your own chatbot reads all important documents once and then provides the right answers to questions such as: or If you are a fan of board games ...

RAG is an approach that combines Gen AI LLMs with information retrieval techniques. Essentially, RAG allows LLMs to access external knowledge stored in databases, documents, and other information ...

But for industries dependent on heavy engineering, the reality has been underwhelming. Engineers ask specific questions about infrastructure, and the bot hallucinates. The failure isn't in the LLM.

If you are a fan of board games, you can hand over all the game instructions to the AI and ask the chatbot questions such as: "Where can I place tiles in Qwirkle?" We have tested how well this works ...