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My phone is made in China, from a Chinese manufacturer. How can we know this software isn't either pre-installed or installed via OTA updates?

You can't. Hence the problem with using ZTE or Huawei etc.

You can't really, which is what got HTC into major trouble (iirc).

HTC are not a Chinese manufacturer