How to get a descriptive prediction instead of just getting predicted values with a confidence score?

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Here's the context. I have some time series data, with system utilisation info. I can use ARIMA, LSTM, Etc, and get a set of predictions and calculate confidence score and so on.

But, I wish to get a descriptive understanding of the prediction.. Like.. "A is predicted to peak at time B, and this has been predicted by using C attribute, which has seen similar peaks at time D" The above is just an example.

The final goal is to have a chatbot, which can take questions about the said system and provide prediction as a descriptive reply.

How do I get started with this?

I have tried researching about any LLMs that have the ability to analyse time series data, but I am unable to figure out how to integrate that for my requirement.

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