It's in the article, but 25-35ms total. For the highest orbit they plan, one way latency is under 5ms, so these goals seem easily within the realm of possibility.
However, the added latency is not necessarily that bad vs landlines. Picture a triangle with the satellite at the apex and the goal at the other side. On the other hand if their base station was further from the network than your house then things get significantly worse.