to remain secure from outside observers is the main goal, the i2p network is much more secure than tor or a vpn, though it does a good job protecting you from others on the network too.

as a darknet it’s more secure than tor, but less people use it so less anonymous. the benefits are really for using in-network services there, not so much for accessing the clearnet, though you’ll find clearnet things bridged to i2p