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I guess all the voice assistants use Deep Learning as it is the state of the art in voice recognition and NLP.

I'm almost certain they all offload the processing to a server though.

There is the exception of https://snips.ai/.

I think that offloading the processing is not functionally required, but having the data is valuable for the big corps.

Well, I would argue that they are not so successful yet. I don't use them, nor any people around me do.

We, eventually, will get there, but they are not my definition of a successful product yet...