I know when I went from the Mtb knobbies to smooth road tread, the bike rode smoother and vibrated 90% less. It may make a very small difference with the electric, or pedalling, but I doubt it will reduce your speed more than 1mph on a frame mount.

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If it ain't broke, and you mess with it long enough, it will be.