Help reducing hallucinations with embeddings?

I try to create an embeddings with my custom domain. My data set contains data from my knowledge and in same case similar issue can happen for different situation/customer.

How can I reduce allucination? I vector for csutomer/domain? In this way I can reduce allucination but I lost capability to serach possibile correlation for issue in different customer.

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