Increased reliability isn't a big deal for modern commercial carriers. Engine reliability is very close to 100%, with little gains to be made. The real increase is in getting the same near-perfect reliability at decreased maintenance costs.
Sure, they’re very reliable in flight. But it’s likely that electric motors will significantly increase service intervals (lowering maintenance costs) and increase dispatch reliability (ie: delays because service/maintenance is required).