Taking RAG to Production with the MongoDB Documentation AI Chatbot

[Leo_Crown]

@Patrick_Coleman

I’m wondering, how do you handle updating embeddings? Do you replace them entirely when content changes, and if so, how do you handle the cost impact of doing so?

In addition, what are some criteria(s) you were able to identify that would cause an update to be done?(e.g: if a typo was made, maybe it’s not worth updating)

Thanks for sharing this with us.

Hi,

I’m curious about how you handle updating embeddings. Do you replace them entirely when content changes? If so, how do you manage the cost impact of doing so?

Additionally, what criteria do you use to determine when an update is necessary? For example, would a minor typo warrant an update, or are there more significant changes that trigger this process?

Thanks for sharing your insights with us!

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