The real problem here is that there the asymmetry in machine learning capabilities between big companies and everyday consumers. I think what we all will need in the nearby future is personalized AIs (that we all individually can "build" and "own" in the same way we currently do our personalized computers) which will negotiate the currently web against big companies on our behalf.