Being told to go for a walk when you cannot walk is insulting. Calling a friend when you have none hurts. The liven app lets you mark suggestions as not helpful or not accessible. It learns over time. After a few reports, it stops suggesting physical activities if you always skip them. The algorithm adapts to your actual life, not some ideal version. Before trusting this, liven reviews from people with mobility issues and social isolation confirmed the learning works slowly but works. Not perfect. Much better than generic apps that repeat the same unusable advice forever. You teach it what you need. That respect for real limitations kept me using it.
