>
Dating apps have the same problem to some extent I guess.No. I think Kent Beck tweeted something along those lines, that the mere fact one was still using the app meant the app failed to do the "job to be done" and my reply was that the tweet assumed that search would stop once a match was found, when clearly it wasn't necessarily the case. Many users do concurrent processing of matches, with some being better than others as their processing algorithm is more efficient, and they can handle more IO and compute workloads. Some do round-robin. Though others pin one thread for processing matches sequentially.
I think this is different. This is similar to hospitals optimizing for patients not coming back after coming in (mitigation), and systems being improved to prevent "failure demand".
What you can draw inspiration from is "remote patient monitoring". I think you have to find differences in behavior from metrics and dimensions. There's that scene from the "Apollo 13" movie where the characters rip off vitals monitoring electrodes and the ground person freaks out looking at the telemetry data thinking they had lost the crew.
I also think the hypothesis that the goal is "churn" is to be revisited. Can we view your device as something that accompanies someone suffering from depression until they recover, and then preventing them from relapse and regression. Your device helps get better, and it is a spectrum, not a binary "depressed"/"not depressed". Similar to physical fitness, you don't stop once you're there, because there is dynamic. So your product adapts and can provide value throughout the journey, as opposed to punctual.
It's not a wedding planner one needs punctually, it's more like a buddy who will be there at the wedding, during the divorce, after a hangover, at the gym, and much more. Support.
So, what are the behaviors exhibited by people who are depressed, by people who are recovering, by people who're giving up (maybe throwing the device). Can you detect those?
You may have started in a niche thing with depression, but could eventually later expand to wellness.