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Wouldn’t you then have to run the AI locally on a machine (which probably draws a lot of power and memory) or use it via cloud (which depends on bandwidth just like a video call). I don’t really see where this technology could actually be useful. Sure, if it is only a minor computation just like if you take a picture/video with any modern smartphone. But computing an entire face and voice seems much more complicated than that and not really feasible for the usual home device.
A model that can only generate frontal to profile views of heads would be quite small, I can totally see that kind of thing running on current consumer GPUs, in real time. Near real time is already possible with SDXL-based models with some speedup tricks applied as long as you have a mid-range gaming GPU and those models are significantly more general. It’s not like the model would need to generate spaghetti and sports cars alongside with the head.
Also I would argue sending the actual video of what is happening in front of the camera is kind of the entire point of having a video call. I don’t see any utility in having a simulated face to face interaction where neither of you is even looking at an actual image of the other person.