If it is a grinding sound when you're not moving I would think it is likely to be something to do with your power steering pump.
I have noticed a similar sound when turning full-lock in my Tiguan recently. When I scan with the VCSD cable there are no error codes though, but maybe that will only happen if/when the pump fails.
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